{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quantum Jumps analysis\n",
    "\n",
    "This notebook will be the main tool used for \n",
    "\n",
    "Main initial objectives:\n",
    "\n",
    " - Compile the quantum jumps data across all the spins measured.\n",
    " - Develop a robust algorithm for performing tracking and analysing the time traces.\n",
    " - Compile sideband data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1007,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initial imports are heavy, this might take a bit\n",
    "\n",
    "import os\n",
    "import functions as fn\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from scipy.optimize import curve_fit, minimize\n",
    "from scipy.signal import find_peaks\n",
    "from scipy.odr import ODR, Model, Data, RealData"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 1\n",
    "\n",
    "This figure will show the raw data from the quantum jumps, that is the spectroscopy as a function of time, for several different ions. In principle we would like to show that we have spins with no nuclear spins as well as nuclear spins with $A$ equal to 20 kHz and 35 kHz. We also would like to have the integrated time traces with the drift removed.\n",
    "\n",
    "Datasets used:\n",
    "\n",
    "- No nuclear spin: 20231211231809\n",
    "- A = 20 kHz:\n",
    "- A = 35 kHz:\n",
    "- A = 20 kHz & A = 35 kHz:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1313,
   "metadata": {},
   "outputs": [],
   "source": [
    "LOCAL_PATH = \"../data/Figure1/\"\n",
    "FIGURE_PATH = \"../figures/Figure1/\"\n",
    "\n",
    "Photon_IF = 100_000_000\n",
    "\n",
    "def gaussian(x, A1, mu1, sigma1):\n",
    "    return A1 * np.exp(-(x - mu1)**2 / (2 * sigma1**2))\n",
    "\n",
    "def lorentz(delta,delta0,kappa,a,b):\n",
    "    return a/(1+(delta-delta0)**2/(kappa/2)**2)+b\n",
    "\n",
    "def double_lorentz(x,delta01,kappa1,a1,delta02,kappa2,a2,b):\n",
    "    \"\"\"\n",
    "    Function for 2 lorentzian peaks\n",
    "    Choose 0 baseline offset for each individual lorentzian to make relative peak height more meaningful\n",
    "    \"\"\"\n",
    "    return lorentz(x,delta01,kappa1,a1,0)+lorentz(x,delta02,kappa2,a2,0) + b\n",
    "\n",
    "def triple_lorentz(x,delta01,kappa1,a1,delta02,kappa2,a2,delta03,kappa3,a3,b):\n",
    "    \"\"\"\n",
    "    Function for 3 lorentzian peaks\n",
    "    Choose 0 baseline offset for each individual lorentzian to make relative peak height more meaningful\n",
    "    \"\"\"\n",
    "    return lorentz(x,delta01,kappa1,a1,0)+lorentz(x,delta02,kappa2,a2,0)+lorentz(x,delta03,kappa3,a3,0) + b\n",
    "\n",
    "\n",
    "def moving_average(a, n=3):\n",
    "    ret = np.cumsum(a, dtype=float)\n",
    "    ret[n:] = ret[n:] - ret[:-n]\n",
    "    return ret[n - 1:] / n\n",
    "\n",
    "def peak_identifier(data,max_peak_num=2, min_peak_spacing=10,min_peak_width = 5, search_depth=30, moving_average_window=3,height_fraction=4):\n",
    "    \"\"\" \n",
    "    For identifying the number and positions (element wise) of peaks in a trace given that peak distance & peak width  > \"peak_width\"\n",
    "    !! Takes a moving average (\"moving_average_window\") so the output points are for the averaged array !!\n",
    "    \"\"\"\n",
    "    peak_positions = []\n",
    "    for array in data:\n",
    "        avg_array = moving_average(array,moving_average_window)-min(moving_average(array,moving_average_window))\n",
    "        number_of_peaks = max_peak_num+1\n",
    "        i=1\n",
    "        while number_of_peaks > max_peak_num & i< search_depth:\n",
    "            peak_vals = find_peaks(avg_array,height=(max(avg_array)-min(avg_array))/height_fraction,width=i+min_peak_width,distance=min_peak_spacing)\n",
    "            number_of_peaks = len(peak_vals[0])\n",
    "            i += 1\n",
    "        a = []\n",
    "        [a.append(peak_vals[0][j]) for j in range(len(peak_vals[0]))]\n",
    "        peak_positions.append(a)\n",
    "    return peak_positions\n",
    "\n",
    "\n",
    "def multiple_peak_fit(excess_count_data,frequencies,peak_width_guess,Photon_IF,moving_average_window=3,max_peak_num=2,min_peak_spacing =10,min_peak_width=5,height_fraction=2,fits_to_plot = []):\n",
    "    \"\"\"\n",
    "    Function that takes the excess count data and measured frequencies and fits a number of lorentzian peaks\n",
    "    determined by the function 'peak_itentifier', only works for up to 3 peaks per trace.\n",
    "        returns: a list of lists with the resulting fit parameters (NaNs for a failed fit)\n",
    "    \"\"\"\n",
    "    peak_element_no = peak_identifier(excess_count_data,max_peak_num=max_peak_num,min_peak_spacing=min_peak_spacing,min_peak_width=min_peak_width,moving_average_window=moving_average_window,height_fraction=height_fraction)\n",
    "    freqs = moving_average((frequencies-Photon_IF)/1e3,moving_average_window)\n",
    "    fit_results = []\n",
    "    j= 0\n",
    "    for i,peaks in enumerate(peak_element_no):\n",
    "        if len(peaks) > 0:\n",
    "            avg_array = moving_average(excess_count_data[i],moving_average_window)-min(moving_average(excess_count_data[i],moving_average_window))\n",
    "            if len(peaks) == 1:\n",
    "                guess = [freqs[peaks[0]],peak_width_guess,max(avg_array),0]\n",
    "                fit_func = lorentz\n",
    "                j+=1\n",
    "            elif len(peaks) == 2:\n",
    "                guess = [freqs[peaks[0]],peak_width_guess,avg_array[peaks[0]],freqs[peaks[1]],peak_width_guess,avg_array[peaks[1]],0]\n",
    "                fit_func = double_lorentz\n",
    "                j+=2\n",
    "            elif len(peaks) ==3:\n",
    "                guess = [freqs[peaks[0]],peak_width_guess,avg_array[peaks[0]],freqs[peaks[1]],peak_width_guess,avg_array[peaks[1]],freqs[peaks[2]],peak_width_guess,avg_array[peaks[2]],0]\n",
    "                fit_func = triple_lorentz\n",
    "                j+=3\n",
    "            try:\n",
    "                est,std,fine,data_fit = fn.fit_function(guess, fit_func, freqs, avg_array)\n",
    "                if np.isin(i,fits_to_plot):\n",
    "                    print(f\"Peak number = {j}\")\n",
    "                    plt.plot(freqs,avg_array)\n",
    "                    plt.plot(fine,data_fit)\n",
    "                    plt.show()\n",
    "            except:\n",
    "                print(f\"Fit failed on {len(peaks)} lorentzian peaks, trace no. {i}\")\n",
    "                est = [float(\"NaN\")*len(guess)]\n",
    "            a = []\n",
    "            [a.append(fit_param) for fit_param in est]\n",
    "            fit_results.append(a)\n",
    "            # fit_results.append(est)\n",
    "        else:\n",
    "            print(\"No peaks found\")\n",
    "    return fit_results\n",
    "\n",
    "\n",
    "def heatmap_ticks(x_axis, points, flipped=False):\n",
    "    x_ticks = np.arange(0, len(x_axis))\n",
    "    if flipped:\n",
    "        return [len(x_axis)-x_ticks[np.abs(x_axis - p).argmin()] for p in points], points\n",
    "    else:\n",
    "        return [x_ticks[np.abs(x_axis - p).argmin()] for p in points], points\n",
    "\n",
    "def heatmap_ticks(x_axis, points, flipped=False):\n",
    "    vals = np.polyfit(x_axis, np.arange(0, len(x_axis)), 1)\n",
    "    if flipped:\n",
    "        return len(x_axis)-np.polyval(vals, points), points\n",
    "    else:\n",
    "        return np.polyval(vals, points)+0.5, points\n",
    "\n",
    "def derivative_bound(sorted_peak_array,derrivative_lower_bound = 1.1,point_spacing=2):\n",
    "    \"\"\" \n",
    "    Returns the elements in sorted_peak_array where n[i+1]-n[i]>derrivative_lower_bound, requiring that the seperation \n",
    "    between such points > points spacing\n",
    "    \"\"\"\n",
    "    jumps = np.diff(sorted_peak_array, prepend=sorted_peak_array[0])>derrivative_lower_bound\n",
    "    large_derrivative_points = np.where(jumps)[0]\n",
    "    spacing_req = np.diff(large_derrivative_points)>point_spacing\n",
    "    final_points = large_derrivative_points[np.where(spacing_req)[0]]\n",
    "    return final_points\n",
    "\n",
    "def derivative_bound_no_filter(sorted_peak_array,derrivative_lower_bound = 1.1):\n",
    "    \"\"\" \n",
    "    Returns the elements in sorted_peak_array where n[i+1]-n[i]>derrivative_lower_bound, requiring that the seperation \n",
    "    between such points > points spacing\n",
    "    \"\"\"\n",
    "    jumps = np.diff(sorted_peak_array, prepend=sorted_peak_array[0])>derrivative_lower_bound\n",
    "    large_derrivative_points = np.where(jumps)[0]\n",
    "    return large_derrivative_points\n",
    "\n",
    "\n",
    "def chunk_average(data: np.ndarray, chunk_size: int, offset : int = 0, verbose=False) -> np.ndarray:\n",
    "    \"\"\"    \n",
    "    Average the data array along the first directions in chunks of a definite size.\n",
    "    \n",
    "    Args:\n",
    "        data (np.ndarray): Data to average\n",
    "        chunk_size (int): Size in points of each chunk\n",
    "        offset (int, optional): Number of points to ignore from the beggining. Defaults to 0.\n",
    "        verbose (bool, optional): Print number of points completed. Useful for longer analysis. Defaults to False.\n",
    "\n",
    "    Returns:\n",
    "        np.ndarray: Data after being averaged in chunks\n",
    "    \"\"\"\n",
    "        \n",
    "    npts = np.round(data.shape[0],-3)\n",
    "    \n",
    "    if chunk_size<0 or chunk_size>npts: raise ValueError(\"chunk_size must be larger than 0 and smaller than the size of data\")\n",
    "\n",
    "    excess_array = []\n",
    "    for start in offset+np.linspace(0, npts-chunk_size, npts//chunk_size, dtype = int):\n",
    "        if verbose: fn.PrintStatic(f\"{start} out of {npts//chunk_size}\")\n",
    "        excess_array.append( data[start:start+chunk_size].mean(0) )\n",
    "        \n",
    "    return np.array(excess_array)\n",
    "\n",
    "def lorentz_odr(beta, x):\n",
    "    return 1/(1+(x-beta[0])**2/(beta[1]/2)**2)\n",
    "\n",
    "def fit_lorentzian(x, y, dx=0, dy=0):\n",
    "    fit_type = 2 if dx == 0 or dy == 0 else 0\n",
    "\n",
    "    offset = min(y)\n",
    "    y_ = y - offset\n",
    "    height = max(y_)\n",
    "    y_ = y_/height\n",
    "\n",
    "    guess = [x[np.argmax(y_)], (x[-1]-x[0])/3]\n",
    "\n",
    "    data = RealData(x, y_, dx, dy)\n",
    "    model = Model(lorentz_odr)\n",
    "    odr = ODR(data, model, guess)\n",
    "    odr.set_job(fit_type=fit_type)\n",
    "    output = odr.run()\n",
    "\n",
    "    return output.beta, output.sd_beta\n",
    "\n",
    "excess_list = []\n",
    "time_list = []\n",
    "freq_list = []\n",
    "central_freqs = []\n",
    "\n",
    "jumps_lists = []\n",
    "thresholds_list = []"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 1.a (0 kHz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1140,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/Figure1/20230907105152_Spectroscopy_frequency_sweep_fixed_field_amp0.0052.hdf5\n"
     ]
    }
   ],
   "source": [
    "timestamp_list = [\n",
    "    '20230907105152',\n",
    "]\n",
    "\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)\n",
    "            \n",
    "Key_field = list(data_list[0][0].keys())[0]\n",
    "time_axis=data_list[0][0][Key_field]['time_axis']\n",
    "click_array=data_list[0][0][Key_field]['click_array']\n",
    "freq_range=data_list[0][0][Key_field]['freq_range']\n",
    "amplitude_pulse=data_list[0][0][Key_field]['amplitude_pulse']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1141,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Integration window 1.54 ms\n",
      "Number of frequency points 45\n",
      "Spectra time 77.3 ms (expected: 69.17)\n",
      "Chunk time 15.5 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initial plot and extraction of data. This plots the data exactly as is from \n",
    "# SingleSpin notebook and serves as a reminder of what are we working with\n",
    "\n",
    "\n",
    "N = 30\n",
    "average_number = click_array.shape[0]\n",
    "cycle_time=(time_axis[1:]-time_axis[:-1]).mean()*1e-6\n",
    "time_hist=time_axis.reshape(N, int(time_axis.shape[0]/N)).mean(-1)*1e-6\n",
    "t_step = time_hist[1]-time_hist[0]\n",
    "\n",
    "integration_index=10\n",
    "integration_index_bg=1\n",
    "excess=(click_array.mean(0)[:,:integration_index].sum(-1)-0*click_array.mean(0)[:,-integration_index_bg:].mean(-1)*integration_index)*t_step\n",
    "\n",
    "x = np.round((freq_range-Photon_IF)/1e3,0)\n",
    "chunk_size = 200\n",
    "excess = click_array[:,:,:integration_index].sum(-1)*t_step\n",
    "excess_chunked = chunk_average(excess, chunk_size)\n",
    "\n",
    "################### 2D Plot ###################\n",
    "total_time_freqsweep = (13*60 + 21) - (10*60 + 51) # minutes\n",
    "time_elapsed = np.linspace(0, total_time_freqsweep, excess_chunked.shape[0]).round(0)\n",
    "\n",
    "plt.figure(figsize=(5,9), tight_layout=True)\n",
    "fn.plot_2d_sweep(\n",
    "    excess_chunked[:580, 5:28], \n",
    "    x=x[5:28],             xlabel = r'$\\delta / 2\\pi$ (kHz)',\n",
    "    y=time_elapsed[:580],\n",
    "    cmap = \"Blues\", clabel=False,\n",
    "    horizontal_ticks = True, fontsize = 35, \n",
    ")\n",
    "plt.xticks(*heatmap_ticks(x[5:28], [-75, -25, 25]))\n",
    "plt.yticks(*heatmap_ticks(time_elapsed, [0, 75,  150], flipped=True))\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "for _, spine in plt.gca().spines.items():\n",
    "    spine.set_visible(True)\n",
    "#plt.savefig(f'{FIGURE_PATH}a_2d_map.pdf')\n",
    "\n",
    "spectra_times = np.linspace(0, total_time_freqsweep, excess.shape[0])\n",
    "spectra_time = np.diff(spectra_times).mean()\n",
    "print(f'Integration window {time_hist[-1]:.2f} ms' + \n",
    "      f'\\nNumber of frequency points {len(freq_range)}' + \n",
    "      f'\\nSpectra time {spectra_time*60_000:.1f} ms (expected: {time_hist[-1]*len(freq_range):.2f})' + \n",
    "      f'\\nChunk time {spectra_time*60*chunk_size:.1f} s')\n",
    "\n",
    "excess_list.append(excess_chunked[:580, 5:28])\n",
    "time_list.append(time_elapsed[:580])\n",
    "freq_list.append(x[5:28])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1142,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Integration window 1.54 ms\n",
      "Spectra time 77.3 ms\n",
      "Chunk time 15.5 ms\n"
     ]
    }
   ],
   "source": [
    "spectra_times = np.linspace(0, total_time_freqsweep, excess.shape[0])\n",
    "spectra_time = np.diff(spectra_times).mean()\n",
    "print(f'Integration window {time_hist[-1]:.2f} ms' + \n",
    "      f'\\nSpectra time {spectra_time*60_000:.1f} ms' + \n",
    "      f'\\nChunk time {spectra_time*60*chunk_size:.1f} ms')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.26"
      ]
     },
     "execution_count": 1143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "excess_chunked.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(580, 45)"
      ]
     },
     "execution_count": 1144,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initial plot and extraction of data. This plots the data exactly as is from \n",
    "# SingleSpin notebook and serves as a reminder of what are we working with\n",
    "\n",
    "\n",
    "N = 30\n",
    "average_number = click_array.shape[0]\n",
    "cycle_time=(time_axis[1:]-time_axis[:-1]).mean()*1e-6\n",
    "time_hist=time_axis.reshape(N, int(time_axis.shape[0]/N)).mean(-1)*1e-6\n",
    "t_step = time_hist[1]-time_hist[0]\n",
    "\n",
    "integration_index=10\n",
    "integration_index_bg=1\n",
    "excess=(click_array.mean(0)[:,:integration_index].sum(-1)-0*click_array.mean(0)[:,-integration_index_bg:].mean(-1)*integration_index)*t_step\n",
    "\n",
    "x = np.round((freq_range-Photon_IF)/1e3,0)\n",
    "chunk_size = 200\n",
    "excess = click_array[:,:,:integration_index].sum(-1)*t_step\n",
    "excess_chunked = chunk_average(excess, chunk_size)\n",
    "\n",
    "################### 2D Plot ###################\n",
    "total_time_freqsweep = 151 # minutes\n",
    "time_elapsed = np.linspace(0, total_time_freqsweep, excess_chunked.shape[0]).round(0)\n",
    "\n",
    "plt.figure(figsize=(13,3), tight_layout=True)\n",
    "fn.plot_2d_sweep(\n",
    "    np.flip(excess_chunked[:575, 5:28], axis=1).T, \n",
    "    y=x[5:28],             #ylabel = r'$\\delta / 2\\pi$ (kHz)',\n",
    "    x=time_elapsed[:575],\n",
    "    cmap = \"Blues\", clabel=False,\n",
    "    horizontal_ticks = True, fontsize = 35, \n",
    ")\n",
    "plt.yticks(*heatmap_ticks(x[5:28], [-50, 0], flipped=False))\n",
    "plt.xticks(*heatmap_ticks(time_elapsed, [0, 50, 100,  150], flipped=False))\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "for _, spine in plt.gca().spines.items():\n",
    "    spine.set_visible(True)\n",
    "\n",
    "time_elapsed_dec = np.linspace(0, total_time_freqsweep, excess_chunked.shape[0])\n",
    "\n",
    "\n",
    "plt.savefig(f'{FIGURE_PATH}a_2d_map.pdf', bbox_inches='tight')\n",
    "\n",
    "excess_chunked.shape "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "manual_correction_points = np.array([\n",
    "    [0, 0],\n",
    "    [0, time_elapsed[-1]]\n",
    "])\n",
    "\n",
    "manual_correction = np.interp(time_elapsed, manual_correction_points[:,1], manual_correction_points[:,0])\n",
    "\n",
    "est_array = []\n",
    "std_array = []\n",
    "for i in range(excess_chunked.shape[0]):\n",
    "    y = excess_chunked[i]\n",
    "    guess = [x[np.argmax(y)], (x[-1]-x[0])/5, max(y), 0]\n",
    "    try: est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "    except RuntimeError: est = guess; std = np.array(guess)*0+10\n",
    "    est_array.append(est)\n",
    "    std_array.append(std)\n",
    "    \n",
    "est_array = np.array(est_array)\n",
    "std_array = np.array(std_array)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(10,5), tight_layout=True)\n",
    "ax[0].plot(est_array[:,0], time_elapsed, '.')\n",
    "ax[0].set_xlabel('Frequency (kHz)')\n",
    "ax[0].set_ylabel('time (min)')\n",
    "ax[0].plot(manual_correction, time_elapsed, 'k--')\n",
    "\n",
    "ax[1].plot(est_array[:,0]-manual_correction, time_elapsed, '.')\n",
    "ax[1].set_xlabel('Frequency (kHz)')\n",
    "\n",
    "central_freqs.append(est_array[:,0])\n",
    "\n",
    "\n",
    "fig, ax_spec = plt.subplots(1, 1, tight_layout=True, figsize=(3,4))\n",
    "plt.xlabel(r'$\\delta$ (kHz)',fontsize=30, rotation=180)\n",
    "plt.ylabel(r'$\\langle C \\rangle$', fontsize=30)\n",
    "plt.xticks([-50, 0], fontsize=30, rotation=90)\n",
    "plt.yticks([0, 0.1, 0.2], fontsize=30, rotation=90)\n",
    "plt.ylim([-0.01,0.15])\n",
    "plt.tick_params(length=10, width=3,pad=1,top=False,right=False)\n",
    "\n",
    "finex = np.linspace(x[5], x[27], 100)\n",
    "plt.plot(finex, fn.lorentz(finex, *est_array[100]), lw=4, color='k')\n",
    "plt.plot(x[5:28], excess_chunked[100][5:28], 'o', ms=10, color='tab:blue')\n",
    "plt.vlines(est_array[100][0], 0, 0.18, lw=3, linestyle='--', color='k')\n",
    "\n",
    "plt.savefig(f'{FIGURE_PATH}small_fit.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(45,)"
      ]
     },
     "execution_count": 1146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1147,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1.95826417 0.09735207 0.0512483 ] [0.34568024 0.01123068 0.0118066 ]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x161258860>]"
      ]
     },
     "execution_count": 1147,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y = click_array.mean(0)[15:-15].mean(0)\n",
    "popt, pcov = curve_fit(fn.exp_decay, time_hist, y)\n",
    "print(popt, np.sqrt(np.diag(pcov)))\n",
    "plt.plot(time_hist, click_array.mean(0)[15:-15].mean(0))\n",
    "plt.plot(time_hist, fn.exp_decay(time_hist, *popt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell performs the classification of the states by simply setting \n",
    "# upper and lower boundries for each possible state.\n",
    "\n",
    "# To calculate the boundries we sort the center of the lorentzians and\n",
    "# observe that there are distinct regions where each lorentzian can be located\n",
    "# We can extract their boundries using a threshold in the derivative of the sorted list\n",
    "# This is done using the \"derivative_bound\" function, we require that thresholds should have a point spacing>3\n",
    "\n",
    "f = np.array(est_array[:,0]-manual_correction)\n",
    "s_f = np.sort(f)\n",
    "large_deriv_points = derivative_bound(s_f, derrivative_lower_bound=4,point_spacing=2)\n",
    "jumps_f = np.append(large_deriv_points, s_f.shape[0])\n",
    "\n",
    "centers, ranges = [], []\n",
    "start = 0\n",
    "for end in jumps_f:\n",
    "    section = s_f[start:end]\n",
    "    centers.append(section.mean())\n",
    "    ranges.append([section.min()-0.5, section.max()+0.5])\n",
    "    start = end\n",
    "    #print(ranges)\n",
    "    \n",
    "centers = np.array(centers)\n",
    "ranges = np.array(ranges)\n",
    "\n",
    "plt.plot(s_f, '.')\n",
    "plt.vlines(jumps_f, min(f), max(f), color='k')\n",
    "#plt.hlines(centers, 0, len(f), color='k', linestyle='dashed')\n",
    "plt.hlines(ranges[:,1], 0, len(f), color='r', linestyle='dashed')\n",
    "plt.hlines(ranges[:,0], 0, len(f), color='b', linestyle='dashed')\n",
    "plt.xlabel('Arbitrary index')\n",
    "plt.ylabel('Sorted lorentzian center (kHz)')\n",
    "plt.show()\n",
    "\n",
    "def clasify_states(frequencies, ranges):\n",
    "    states = []\n",
    "    for f in frequencies:\n",
    "        assigned_state = -1\n",
    "        for ii, (min_range, max_range) in enumerate(ranges):\n",
    "            if min_range <= f and max_range >= f:\n",
    "                assigned_state = ii\n",
    "                break\n",
    "        states.append(assigned_state)\n",
    "    return states\n",
    "\n",
    "states = clasify_states(f, ranges)\n",
    "states_freq = [centers[i] for i in states]\n",
    "delta_freq = states_freq - f + manual_correction\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(f+manual_correction, '.')\n",
    "plt.plot(states_freq,'k.')\n",
    "plt.xlabel('Chunk index')\n",
    "plt.ylabel('Fit lorentzian center (kHz)')\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(states_freq - f, 'r', alpha=0.3)\n",
    "plt.plot(manual_correction, 'k--', alpha=0.5, label='manual_correction')\n",
    "plt.plot(delta_freq)\n",
    "plt.xlabel('Chunk index')\n",
    "plt.ylabel('Drift (kHz)')\n",
    "plt.legend()\n",
    "plt.title(f\"Standard deviation of drift  = {np.std(delta_freq):.2f} kHz\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 530x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.stats import norm\n",
    "jumps_l = []\n",
    "\n",
    "thresholds = [20]\n",
    "center = est_array[:,0]\n",
    "diff = np.diff(center, prepend=0)\n",
    "mask0 = np.abs(diff) < thresholds[0]\n",
    "\n",
    "masks = []\n",
    "for i in range(len(thresholds)-1):\n",
    "    cond = np.logical_and(np.abs(diff) >= thresholds[i], np.abs(diff) <= thresholds[i+1])\n",
    "    masks.append(cond)\n",
    "\n",
    "\n",
    "fig,ax=plt.subplots(1,1, figsize=(12, 6), tight_layout=True)\n",
    "ax.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "\n",
    "ax.plot(center, time_elapsed, '.', label='Lorentzian center')\n",
    "ax.plot(diff, time_elapsed, '.', label='Differential')\n",
    "for th in thresholds:\n",
    "    ax.vlines( th, time_elapsed[0], time_elapsed[-1], 'k')\n",
    "    ax.vlines(-th, time_elapsed[0], time_elapsed[-1], 'k')\n",
    "ax.legend()\n",
    "\n",
    "bins = np.linspace(-50, 50, 51)\n",
    "center_bins = (bins[1:]+bins[:-1])/2\n",
    "x = np.linspace(bins[0], bins[-1], 1000)\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(5.3,4), sharex=True, tight_layout=True, gridspec_kw = {'wspace':0, 'hspace':0})\n",
    "\n",
    "ax2.set_xlabel(r'$\\Delta\\delta$ (kHz)', fontsize=41)\n",
    "\n",
    "#ax1.set_ylabel(r'Distribution', fontsize=35)  # we already handled the x-label with ax1\n",
    "plt.sca(ax1)\n",
    "plt.yticks([])\n",
    "plt.tick_params(length=10, width=5,pad=10, axis='x')\n",
    "plt.tick_params(length=10, width=5,pad=10, axis='y')\n",
    "\n",
    "hist_drift = ax1.hist(delta_freq-delta_freq.mean(), bins=bins, alpha=0.7, density=True, color='k', label='Drift', edgecolor='k')[0]\n",
    "\n",
    "\n",
    "plt.sca(ax2)\n",
    "bins = np.linspace(-50, 50, 71)\n",
    "center_bins = (bins[1:]+bins[:-1])/2\n",
    "drift = diff[mask0]\n",
    "hist_drift = np.histogram(drift-drift.mean(), bins=bins, density=False)[0]\n",
    "height_drift = max(hist_drift)\n",
    "plt.bar(center_bins, hist_drift, color='tab:blue', edgecolor='tab:blue', alpha=0.7, width=bins[1]-bins[0])\n",
    "popt_drift = norm.fit(drift-drift.mean())\n",
    "#plt.plot(x, norm.pdf(x, *popt_drift), color=fn.colors[0])\n",
    "jumps_l.append(hist_drift)\n",
    "rescales = [100]\n",
    "colors = ['blue', 'indigo']\n",
    "thresholds[-1]=50\n",
    "for i, m in enumerate(masks):\n",
    "    plt.fill_between([thresholds[i], thresholds[i+1]], [400, 400], alpha=0.2, color=colors[i])\n",
    "    plt.fill_between([-thresholds[i], -thresholds[i+1]], [400, 400], alpha=0.2, color=colors[i])\n",
    "    jumps = diff[m]\n",
    "    hist_jump = np.histogram(jumps, bins=bins, density=False)[0]\n",
    "    height_jmp = max(hist_jump)\n",
    "    rescale = height_jmp/height_drift * rescales[i]\n",
    "    plt.bar(center_bins, hist_jump*rescale, color=colors[i], edgecolor=colors[i], alpha=0.7, width=bins[1]-bins[0])\n",
    "    jumps_l.append([hist_jump])\n",
    "\n",
    "plt.xticks([-40, 0, 40], fontsize=41)\n",
    "plt.xlim([-50, 50])\n",
    "plt.yticks([], fontsize=41)\n",
    "plt.ylim([0, 110])\n",
    "plt.tick_params(length=11, width=5,pad=11, axis='x')\n",
    "plt.tick_params(length=11, width=5,pad=11, axis='y')\n",
    "\n",
    "jumps_lists.append(jumps_l)\n",
    "thresholds_list.append(thresholds)\n",
    "fig.savefig(f\"{FIGURE_PATH}jump_histograms_a.pdf\", bbox_inches='tight', )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1657be480>]"
      ]
     },
     "execution_count": 1150,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from scipy.interpolate import interp1d\n",
    "\n",
    "# Assuming x_values is a 1D array with M elements\n",
    "x = (freq_range-Photon_IF)/1e3\n",
    "\n",
    "# Initialize an array to store the shifted Lorentzian curves\n",
    "excess_chunked_shifted = np.zeros_like(excess_chunked)\n",
    "\n",
    "# For each Lorentzian curve and corresponding drift\n",
    "for i in range(excess_chunked.shape[0]):\n",
    "    # Shift the x-values by the amount of the drift\n",
    "    x_values_shifted = x + delta_freq[i]\n",
    "\n",
    "    # Interpolate the Lorentzian curve at the shifted x-values\n",
    "    f = interp1d(x_values_shifted, excess_chunked[i], bounds_error=False, fill_value=(excess_chunked[i, 0], excess_chunked[i, -1]))\n",
    "\n",
    "    # Perform the interpolation within the range of the original x values\n",
    "    excess_chunked_shifted[i] = f(x)\n",
    "\n",
    "average_curve = excess_chunked_shifted.mean(0)\n",
    "plt.plot(x, average_curve)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1151,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "operands could not be broadcast together with shapes (45,) (30,) ",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[1151], line 11\u001b[0m\n\u001b[1;32m      7\u001b[0m x \u001b[38;5;241m=\u001b[39m (freq_range\u001b[38;5;241m-\u001b[39mPhoton_IF)\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m1e3\u001b[39m\n\u001b[1;32m     10\u001b[0m guess \u001b[38;5;241m=\u001b[39m [x[np\u001b[38;5;241m.\u001b[39margmax(y)], (x[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m-\u001b[39mx[\u001b[38;5;241m0\u001b[39m])\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m5\u001b[39m, \u001b[38;5;28mmax\u001b[39m(y), \u001b[38;5;241m0\u001b[39m]\n\u001b[0;32m---> 11\u001b[0m est, std, fine, finey \u001b[38;5;241m=\u001b[39m \u001b[43mfn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43mguess\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlorentz\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     13\u001b[0m plt\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m5\u001b[39m,\u001b[38;5;241m3\u001b[39m), tight_layout\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m     14\u001b[0m states \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray(states)\n",
      "File \u001b[0;32m~/Documents/Quantronics/papers/quantum_jumps/scripts/functions.py:340\u001b[0m, in \u001b[0;36mfit_function\u001b[0;34m(guess, func, xdata, ydata, lb, ub, extend)\u001b[0m\n\u001b[1;32m    336\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mfit_function\u001b[39m(guess,func,xdata,ydata,lb \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m-\u001b[39mnp\u001b[38;5;241m.\u001b[39minf,ub \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39minf, extend \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[1;32m    337\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Wrapper around curve_fit to conveniently do all the stuff you wish it already did\u001b[39;00m\n\u001b[1;32m    338\u001b[0m \u001b[38;5;124;03m    returns est,std,fine,data_fit\"\"\"\u001b[39;00m\n\u001b[0;32m--> 340\u001b[0m     est,cov \u001b[38;5;241m=\u001b[39m \u001b[43mcurve_fit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mxdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mydata\u001b[49m\u001b[43m,\u001b[49m\u001b[43mp0\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mguess\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbounds\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mlb\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mub\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    341\u001b[0m     std \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39msqrt(np\u001b[38;5;241m.\u001b[39mdiag(cov))\n\u001b[1;32m    342\u001b[0m     \u001b[38;5;66;03m#print (est,std)\u001b[39;00m\n\u001b[1;32m    343\u001b[0m     \u001b[38;5;66;03m#\u001b[39;00m\n",
      "File \u001b[0;32m~/miniconda3/envs/qj-env/lib/python3.12/site-packages/scipy/optimize/_minpack_py.py:977\u001b[0m, in \u001b[0;36mcurve_fit\u001b[0;34m(f, xdata, ydata, p0, sigma, absolute_sigma, check_finite, bounds, method, jac, full_output, nan_policy, **kwargs)\u001b[0m\n\u001b[1;32m    974\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ydata\u001b[38;5;241m.\u001b[39msize \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m1\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m n \u001b[38;5;241m>\u001b[39m ydata\u001b[38;5;241m.\u001b[39msize:\n\u001b[1;32m    975\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe number of func parameters=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mn\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m must not\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    976\u001b[0m                     \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m exceed the number of data points=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mydata\u001b[38;5;241m.\u001b[39msize\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 977\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mleastsq\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mp0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mDfun\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mjac\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfull_output\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    978\u001b[0m popt, pcov, infodict, errmsg, ier \u001b[38;5;241m=\u001b[39m res\n\u001b[1;32m    979\u001b[0m ysize \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(infodict[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfvec\u001b[39m\u001b[38;5;124m'\u001b[39m])\n",
      "File \u001b[0;32m~/miniconda3/envs/qj-env/lib/python3.12/site-packages/scipy/optimize/_minpack_py.py:420\u001b[0m, in \u001b[0;36mleastsq\u001b[0;34m(func, x0, args, Dfun, full_output, col_deriv, ftol, xtol, gtol, maxfev, epsfcn, factor, diag)\u001b[0m\n\u001b[1;32m    418\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(args, \u001b[38;5;28mtuple\u001b[39m):\n\u001b[1;32m    419\u001b[0m     args \u001b[38;5;241m=\u001b[39m (args,)\n\u001b[0;32m--> 420\u001b[0m shape, dtype \u001b[38;5;241m=\u001b[39m \u001b[43m_check_func\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mleastsq\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mfunc\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    421\u001b[0m m \u001b[38;5;241m=\u001b[39m shape[\u001b[38;5;241m0\u001b[39m]\n\u001b[1;32m    423\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m n \u001b[38;5;241m>\u001b[39m m:\n",
      "File \u001b[0;32m~/miniconda3/envs/qj-env/lib/python3.12/site-packages/scipy/optimize/_minpack_py.py:29\u001b[0m, in \u001b[0;36m_check_func\u001b[0;34m(checker, argname, thefunc, x0, args, numinputs, output_shape)\u001b[0m\n\u001b[1;32m     27\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_check_func\u001b[39m(checker, argname, thefunc, x0, args, numinputs,\n\u001b[1;32m     28\u001b[0m                 output_shape\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m---> 29\u001b[0m     res \u001b[38;5;241m=\u001b[39m atleast_1d(\u001b[43mthefunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx0\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43mnuminputs\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m     30\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m (output_shape \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m) \u001b[38;5;129;01mand\u001b[39;00m (shape(res) \u001b[38;5;241m!=\u001b[39m output_shape):\n\u001b[1;32m     31\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m (output_shape[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m1\u001b[39m):\n",
      "File \u001b[0;32m~/miniconda3/envs/qj-env/lib/python3.12/site-packages/scipy/optimize/_minpack_py.py:518\u001b[0m, in \u001b[0;36m_lightweight_memoizer.<locals>._memoized_func\u001b[0;34m(params)\u001b[0m\n\u001b[1;32m    515\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m _memoized_func\u001b[38;5;241m.\u001b[39mlast_params \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    516\u001b[0m     _memoized_func\u001b[38;5;241m.\u001b[39mskip_lookup \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[0;32m--> 518\u001b[0m val \u001b[38;5;241m=\u001b[39m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[43mparams\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    520\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m _memoized_func\u001b[38;5;241m.\u001b[39mlast_params \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    521\u001b[0m     _memoized_func\u001b[38;5;241m.\u001b[39mlast_params \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mcopy(params)\n",
      "File \u001b[0;32m~/miniconda3/envs/qj-env/lib/python3.12/site-packages/scipy/optimize/_minpack_py.py:535\u001b[0m, in \u001b[0;36m_wrap_func.<locals>.func_wrapped\u001b[0;34m(params)\u001b[0m\n\u001b[1;32m    534\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mfunc_wrapped\u001b[39m(params):\n\u001b[0;32m--> 535\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mxdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mydata\u001b[49m\n",
      "\u001b[0;31mValueError\u001b[0m: operands could not be broadcast together with shapes (45,) (30,) "
     ]
    }
   ],
   "source": [
    "dx = np.diff(x).mean()\n",
    "\n",
    "import numpy as np\n",
    "from scipy.interpolate import interp1d\n",
    "\n",
    "# Assuming x_values is a 1D array with M elements\n",
    "x = (freq_range-Photon_IF)/1e3\n",
    "\n",
    "\n",
    "guess = [x[np.argmax(y)], (x[-1]-x[0])/5, max(y), 0]\n",
    "est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "\n",
    "plt.figure(figsize=(5,3), tight_layout=True)\n",
    "states = np.array(states)\n",
    "for j in range(len(jumps_f)):\n",
    "    \n",
    "    excess_chunked_j = excess_chunked[states==j]\n",
    "\n",
    "    # Initialize an array to store the shifted Lorentzian curves\n",
    "    excess_chunked_shifted = np.zeros_like(excess_chunked_j)\n",
    "\n",
    "    # For each Lorentzian curve and corresponding drift\n",
    "    for i in range(excess_chunked_j.shape[0]):\n",
    "        # Shift the x-values by the amount of the drift\n",
    "        x_values_shifted = x + delta_freq[i]\n",
    "\n",
    "        # Interpolate the Lorentzian curve at the shifted x-values\n",
    "        f = interp1d(x_values_shifted, excess_chunked_j[i], bounds_error=False, fill_value=(excess_chunked_j[i, 0], excess_chunked_j[i, -1]))\n",
    "\n",
    "        # Perform the interpolation within the range of the original x values\n",
    "        excess_chunked_shifted[i] = f(x)\n",
    "\n",
    "    y = excess_chunked_shifted.mean(0)\n",
    "    \n",
    "    guess = [x[np.argmax(y)], (x[-1]-x[0])/10, max(y), 0]\n",
    "    try: est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "    except RuntimeError: est = guess; std = np.array(guess)*0+10\n",
    "    plt.plot(x, y, 'o', color=fn.colors[j])\n",
    "    plt.plot(fine, finey, color=fn.colors[j])\n",
    "\n",
    "\n",
    "#plt.xlabel('Frequency kHz',fontsize=35)\n",
    "plt.xticks([-50, -25, 0, 25, 50], [], fontsize=35)\n",
    "plt.yticks([0.05, 0.1, 0.15], fontsize=35)\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "plt.xlim([-50, 50])\n",
    "\n",
    "plt.savefig(f\"{FIGURE_PATH}a_drift_corrected.pdf\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 1.b (20 kHz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1152,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/Figure1/20230808121959_Spectroscopy_frequency_sweep_fixed_field_amp0.005.hdf5\n"
     ]
    }
   ],
   "source": [
    "timestamp_list = [\n",
    "    '20230808121959',\n",
    "]\n",
    "\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)\n",
    "            \n",
    "Key_field = list(data_list[0][0].keys())[0]\n",
    "time_axis=data_list[0][0][Key_field]['time_axis']\n",
    "click_array=data_list[0][0][Key_field]['click_array']\n",
    "freq_range=data_list[0][0][Key_field]['freq_range']\n",
    "amplitude_pulse=data_list[0][0][Key_field]['amplitude_pulse']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1153,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "387\n",
      "Integration window 2.07 ms\n",
      "Number of frequency points 51\n",
      "Spectra time 115.9 ms (expected: 105.77 ms)\n",
      "Chunk time 23.2 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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8ZNxYb2+vPvShD6mhoQF/Nzg4qM9+9rP63vfGBw9WrVql973vffi7goICffjDHx439vDDD+vP//zPx034r8S+ffv0h3/4h+NC1Tk5OfrEJz6B+wkEAoHA+YdzltlK0kc+8hE9/PDD2rlz52/HmpqadNNNN+mmm27Sddddp9raWs2YMUOtra169NFHddttt6mlZfzKL5FI6Etf+tLvbAzw4Q9/WPfee+84ZfFdd92lHTt26IMf/KDWrVunwsJCHT16VL/4xS/0gx/8IKm29s/+7M/Oifra08jPmZEk5Onqt1f4xfmcc2nrtwUWJOlvPMYryi5YzWYBG/SYWjXUKFIezsNCYPwngfFvWsi5szEoaTjYbTMfL3dWOWQzBo+lE6g8oxiYB+VTq+dyPpPy6MXL7ZKgFyDvL0lZkM/8i+vrzfGHDvKzkpNlX/tCiJxsWMimNNuO2MdclGNfx2treVvE4kiIdFEJX3sS7TV02nnOOmdbK8oS5jhpFebPYWa7u83+De1/eSkfFwk8LUGX5x0w1TinJ9vs7Gx961vf0vvf//5xbHZkZES33367br/99t+5jUQioW9961tJHYBof9/85jd1yy23qLGx8bfj+/fv13/9r//1d/7+937v9/T7v//7v/PfBQKBQOD8wjk92UpSUVGRbr/9dn3uc5/TT3/605R+e/HFF+tLX/qSqqqqXvVvysrK9M///M/61Kc+pWefffZV/WbatGn6yEc+8pq6FKULz7Qc09GZHePGVkMR/5DDlKgMgFaZXhkAlRuQ6pbyjBIrOYlBUr5akk6AyrICVuxknCGxKpQwmXw5qaSpxEWS7trdYY6TGcR3f2UbvFQ5RiMj4K70mycbzfE1F7MGY/NqW3X84x2t5vjaKj6uVXNtHQUpYk8MsbI5H+reu4dA6Q8GFZJ040z7HAmWecNp0PtIv6EolyQ19Nhs9MKi2ea4V6JHDlK0f4oySVJLn32OFksenZ26mUe6cM7mbF+J/Px8ffnLX9Ztt92ma665xm1dd8EFF2jt2rX6yle+oh/84AcpTbSnMW/ePP3gBz/Q3/7t32rp0qX476ZNm6Yrr7xSP/zhD/Vf/st/0QUXcIlKIBAIBM5fpJXZVlZWas+ePWdse2vXrtXatWs1PDys559/Xo2Njerp6dHo6Kjy8/O1YMECrVy58ox0d7jgggt088036+abb9bhw4e1c+dOdXZ2qr+/XwUFBVqwYIFWr159TquOJWn53ELVgIlEKtjZZa9aiSU/18Gr3KVQxE/mAl5t7JBs9tF8wt5WeQGvdEmNTEpOj72SQQjlmCknLkk1JfZvSPnaBexKYnXxoWOQR4fIQUs35+QHIC/8H6690Bzv7uPjJVxVZ0c7njjMZiqUm62Gf08KWkk60Gtf+w2V9rtGBhUSaxUocjEIkQNJaoHnnkw4PGMW9djDRQU22ekZ5kgPHVc7PCv0jZCkbLAptXQingXtVOOcDyNbmDlzpi655BJdcsklU7K/BQsWvKpyo0AgEAgELLwuJ9vAq8fJUy8lMTOqc/XY1VsW20pSylt6K1PKa9Hqe/p0Ds9TDS5ZQnpslLZF50i5Pil1tkQOXRKrjkkJPr+QIwHDJ+3GApSvf+8b7Frep5qYQT7ylO189NSLdjctqsuVpF/uso93Hpz7ZQtYxUpWlQXZNrvz7u/Vi+w8Kyl1qe5a4kgERUGIJUrsUEauT+QSJXFulpTFFE2SWHdxcXlqWhAP84z87LmUs43JNsOxvb1HzbnjzQTWl6ceZt8J4gcK6XilNzSpUhjZE0tQiRFNOF5okArs6Tc72npwWxeWpJZeeLyFy1/WlcEHFK6xN9nSB9ybPC0camfDg8svtk0HqLyoz1lo1M21z6Us354g6xK8yKNzf6K5xxw/0seTR02hvS2aVD0rQ/obhXgp7CxxyRmJEj3PZgIZs1SIn7udkFaiCd1b6NB1sb5RR8LUIhAIBAKB8wfBbDMcSxIFWjih5CEvx77tnlji/zxrG8J/4GK7KbNXFkOr730gullWaq9+JQ6Je2FZAq2m6VyyHZMUElWdgCbtFJaU+FwoHO9FFb79GzvEW19hX+MDHfY9OeHc39p6OxKxHZraU0hYYlONtn57/7944RBu631rbMZ99SI2nEgVVIrmvQ8Eeh+P9jLjLpT9Gyq98Zp8EMgK1bNVpZI7Krfzus/Sb/pHk6/xwDnUZjSYbSAQCAQCaUYw2wxHYlZWUs6RcpMe3lqXWuF9RRHnb7qglR3Z0HnWjyQSotVvntfUAIRYZGrh2VtuabTNI66qsa8jiU4kzpFR2QSZN0jSqir7b+vm28x2G/S5vev2LbiP9UuvM8d3kKHGGxfhtna320KZ6xbbAjjPypByo8RGqfRG4lIesvb0QJEI6kHr5eSJQVMPXC//S8ya9oGNPMR58Wtr7feB3l+JG0pYfYFndL36lqzpRjDbQCAQCATSjGC2GY7p0y5IysvQKpdYoiTNhNX/XkeVSqDShfVgCEAm6hLnn6nUYdgpdaCafMqZekX81IKNmog/08rN4zfX22VXZKBA5y5xhOJrjx0yx9dU2Yx3Xr3dCF7ixvKJhK18pcYFEudZHz/aY44vKWbWR5aF25ptJTiVBEmsI6Bn1VMjzwRFPzWN8N5TYqOj/fY77+X3Z47ax8V5XuZuq8vs60XvoxeBomO2csa52edOI4JgtoFAIBAIpBnBbDMc06ddkGQKUZZvMwxiiR6oDRgxYYmbGlBu1mMFVJRPja+rCjiHgytmOF46d8k34rBA7FWSciB32A/KZi8PR/kuYpB3v2jnWa+5vBr3MRdqYOk8HtzZjtuihgMbauzccxNEDiRuf1cM495zR3lLyq97DLJ4lr0fyj57kQvKGVOtOJlwSFL+qH0uxGw9ZTOeIzBY7/0Z6bWfe8uYZWQs9TaU6UJMthmO7v6RpNAlhWi88gSa1GiC9kpv6KWkDxK9qBILVWhSLS3kooLik/Z+qFTJK5WiazmZ7j7fBEcmKotZM49Lpajf61WLbOOMvkH7PHY7PWgJH3ozC6EIncftyfNQN7guFfH9pUUmwRPpELD8ZRLbIuGWJ3DsG7H3sxoEi57vePuAvR9ahHjvFr2nVLp39057kSVJv7/KdjWz3rmT8O6eDUQYORAIBAKBNCOYbYZj7NRLSZJ8MlzIy2GmRmUQ3VDGQ2zQ2xbZMnrF8hRSax2wyya8UBcdMzFuz1eW/IyxbMEpWVlVbl8XCn96HrVkjUiM92lgGCuWzsV9XFFv24F+54GD5vjSRWwfWjPXPndisKnaTkrS8mI7JO0xtdueO2qOvx968xKDkzi8Tn7VuTNSF/1QpIksUiVmvcR4vUgPhbEpyvahddwald47q89tJxzr2UAw20AgEAgE0oxgthmOmTOmJa2EaQVKZSkSs1Eyr6CCfIlFHHRctMKX2GJxYbGds/Xy0oPQEWgESqU8A4OmPrvf6bpKm8V5phbrKuzf3PGCXWJDPWs9/Pg+u+90Ta1tZdja5Rm828dbCN19rqq388USs04yUKCSKyl1kRCZmUjS+vkJc5zyvMXQA1aSmrttdrm9o8ccpx7SEudsSX7XN+LZSNrnPwLX3nu3yADmmaN2RMVrPkKwjms0craBQCAQCJw/CGZ7HoIYrJfPLANWQqtZrzyBTC3WFdiMaHiAc6ODY/bfKC/tsVHKDVOOzMt3ESjHTSUjEueonthvs4KKImYFI3C9Vi4vN8c31YPRSAef+zd/sc8c37xhIf6GQDk96r3slWNR3pJYlGe2QU0gKAoiR7y9tMxm46uVMMc9M5XVlfZvKNK03LH2JFMNasvnfT/oO0HX3stxb2myy9HevjS5fK2gnyMdU41gtoFAIBAIpBnBbDMc/SNjSSthsnvr6rdXspL06EF7NZmfZTOJRUVsHkF2kZS3pAb1krSk1F65ko2kx3wsNaNkt+6S+NwlXv2T2cdkDEW++Z5V5vgLLWz9SLWmFAmgPPqJIY42/OFau+0iRSE8E479x1JTFz9yiCkkqX73QxvBLU/a9c2SVAeNEJ54tMEcL5rHimsyCHkE6quvuMRWPEvSZni3KHLiKZupvp2iVhVz+J1v7LI1DAsL7d+0O5oPakdp5X+PTsJONl0IZhsIBAKBQJoRzDbDkTtjepLdYOtxXjUSyvNsZSKtjD0buGxgMmQUT3V9EufVyNzds4EjBr2x0q4pfXBfG26LQKpuz1WOcsnEYD1rwJFem8WRwnSk22ajK8oSuA9q7H5Rue1sRVETiZ+7LU02g/UcpFr7oP2co3YnZMNzX7bAflZGnZrs6yEvnjXDflZuqLP/vcT3kd5TijZIHJ0hZyu3yQcwblIj074l6Wiv/c53DiZ/J3qGOVo31YjJNsNhmVoQPPOIVFFfwsIEspujidATDxGoJMgDiVuo/y51KZKku3fbZhBkXuGF8KFiBY93ZTmLXrY2dprj1bNT6/vp2XGSlzRZVdYUsqEHTQY9g6mNS9K9TzTh3yycdCaiy2rtcqWjrfYic/48fh9+safLHH/fKlu0RhOXJC0gwRG8W9NHefFJi3Ls2lVll4lJnL5IOBM0oabEflatsPfBPrYunWpEGDkQCAQCgTQjmG2GwzK1mEzzAK+Lj4UdbT34t42LUgvLbgJBhMQlBRTSKnLMBRbIZgU9YHaRO8rX5LKKhDlOnY2olOTlv9n7p5IRLyy6usxmZFRKc+i4LWx5+4V2lyBJOtBu/6YLIhovdrOgCy0pIX3Q0s1mG2Sq0bDbNge54c1LcVskqrp8pc1Gq+dweHsjGJ2QMUr2dH7uZsKzSvAEUhTpqplhRyK83tbzC+10QCGEi7cc5E5QF8pmq9Y3arpTjjTVCGYbCAQCgUCaEcw2w2H1syXrNK/9G9nQUT7YW31vP9JjjhProrIBifNXnkiIQGYBxDq90h8SW1Geta6Ic3pU4E8GGWShKXH+mfKsa+fZ9+TevdwCrS5hnwuVVnn54i5g9dSg4PJazlfvaPYsJpPx2LPN+DdqxEDNPJ5pYvZ+EeTx6fkiIaHEUQIyryCzGonNVKjsq8aJGtGzSvoN75mghiF5Rl46mG0gEAgEAucRgtlmOHqHRpNs1yin57XIopZ1IyftVa7HbEldTLlRz/SA8kpl0+wVO+UmJTa8IJbstcUjdfGSKvs3B9oc9p4iS/ciFHSNiUFSCcaFRazyJOZRXmBvixivxM8XGVS0HveM9W2sXmyraHc5OoV5YAzT0NxrjtdVMOP+8gO2veXVy22twsIEM1sqeSPrRe/ak7KZ9BCkeJY4akQGO17zEYKl3+h3dChTjWC2gUAgEAikGcFsz0MQU8s7yY8D5fQE42T1JvlNCix4jJtyPtRqrCiHj4vqfL0CewIpScms3TPuoBwdMcidLTa7kljBnNuXmo2kp1wn0H336qgfO9xjjtfPtfPSTxxme8dDoJZtbrHHT5xgZe8AMMWEkwMl3LjaboC32GkoQSBjf2K2FG2Q2CqT9uE9E6RVoFreydT8W6r9424LwalFTLYZjrn5M5Nk9/RSeCFWEgmRkxA5JUn80aVQpleeQKAQWF4Ob4tEHHQunhNXEZSslMLH2HPyoXIl6t7kLSjIf5omvMF++7jmO71e6TrOmGZfe68ca+U8WyhDaYrGdp5sV1TZYq+GfbapRCLB53jNxXbp03NN9kJnaSlPajngFEW9Zht7eGFWDPeeSrjIbEKSKvPt8y8GlxUSUUpSNoSR6Tl63lkwpuJAd8J5F6YaEUYOBAKBQCDNCGab4RgZO5Uk4afQoGcusGGhLSKhMoBeJyyaqhjH6xu7Zr7NVqhrCAmEJLZ4JOFHbSkLpJ6D8CeZcHj2kkfBwGFhsc36vD6sqYpeKIS/7Qh311kHJg38G76OxGD3gXkF9d+VpLueOmqOE4P1/Izvh7KgP7x6kTlOvsyS9OBO21Tjr2+wTTXI6EPi8OtVNbbYip4tSZo3234f//HJRnP8rXVsPkPiQ4q0eKkbKje00kBR+hMIBAKBwHmEYLYZjpGxU0mlPiehNMQr56ByIRJReCtTyitRbpRyVxLniR5vsVkU9cKUmHWSCYgn9CKBFuWoKM8pMev96W6bXa0DcxCJmf2eYzbDIHOBC0u4lOXOXTZTW11mP1+PNNk5U0nqGbSv424QNV1Rz31j6yrtYz7UZj/DL+w4gtu69FKbwd693bYZPASRDkl6zxX2toilTqbJBkUVvOYB9G5RHp3Ef5L0ywN2Z6framxzEM8e9u49tqHKpqrkez8wknqjg3QhmG0gEAgEAmlGMNsMR+GsrCRmRoYLeY7cnqzbqJWeV67T3G3niahPpmfdRqtpYndUKiSxeQaV2Ny5y84BevunHDeplF/evx1VWOpYPBJI2V0BfWOphIuOSWJjfbpXVYWcgxyCRr+HoZXdHcf5/lK5zp4dh83xGVTuJqkg136+L6qw88+rqjgSkMil/rD2ubcMOSYgcF+qCux3iKI5Elcn0La8Z5gY7PaOHnP8sgrOvW+ut0ulrON9te1FpwLBbAOBQCAQSDOC2WY4XlYjj1/d7eziGjbCWxbbq0nK63grZlJDE/OhfKIk3bvfbob+gYsrzfFd7ay4prpCqkv2cqPE7Om6eDWKlMumJtpei72jvXZUgYwzKC9NSlVJmjHN3j/li59vZavKHogEkHlEdSmz/b7B1AwOLlrE+d9tu+x2kGuq7Ly019T+2toyc5zaMXo2oQ2ddv7ZizSlCnoevRZ7ZGqxvNhm/F49PL1DVs3wCcdcZ6oRzDYQCAQCgTQjmG2Go29oLIlRUH7OWzFTm7uWEzZToryOJJVCjo4Y2YYFrJi8qsZeL9K2LjUUi6dBDJacojxVKG2rocde/VN7QYlrYLc22qy+rZ8Z3KFjdk7zxJD9m2Xl9jNxmRK4DwLVBa+EZ0jiOtsEMJ931NssUZI+dcfz5vgfv6UWf0MgFyW6vm+u5fv7w522qnz9/IQ5TpoLSeofte8jaRVK4Dwkr7Vk6tPGoiL+HlggdzQPJ6claytGIOd/NhCTbYYjMSsr+YUCRzvvJSZhDZWAeAIaKqSfjB8qfUToeD2BFH14aFte6NfyaZW4vOrzD9udXyTpqnr7Q02hyYYOnrz2HrVTCL1gAnL9UluoQuF7SUrk2vdxS5NdfkKCF4mfo5Xl9nNHAjRJ+qu3XmiOUzje++AXZNthWSpr855tKpOjhZknGCSbUCpFe+6g46MNAjy2YuVzPNhtL9bRVtW5XqkYsORDyupsIMLIgUAgEAikGefOtB9ICyy7Ripx8ZoHUFh2EEQvwyCIkLiHJZXYUNmRxKFcKlvwjNdJRELCLU8ERsb+1Fno/9lUg9u64wW7iH9ozL5euw6xleIcEDYRs/3VIVtQdtkCTjmUQ5qCRDLFTiOCLjD7ONDJoioCMVgyfKhzSqtITEfPkNefNT+fBIN2FKSiiBskUC/jLQdtsw1P5EdlM3SOXiSAGGwZpJTu3Ws/85K0rsJOBVlGGNnQ5OFs4Nw5kkAgEAgEMhTBbDMc06ddoBkTmCwVxS+axbkg6odJYglPeEGCIyonIXvJl2Gvvknc4fXZJbMNan/ntf6jc6HSjBdgXJLWzbcZzo+226v/5mYub1q92Bablcy27xcJkX70NDOPhdCg4U3V9nk8CblciRnkxLaRp+H1VCXTe2KwXrkM5YapXIdYtbctasBBESCJ2ejyuXaO28sl07PqWYumigPtdoTCa7ZA+V/L0OOoU4401QhmGwgEAoFAmhHMNsPxciOC8Svn8gKbdZHhgQcy6Z+MsplyoAd6mfVRiVFNoc2uGrp5pUvbouP1Gr7LJjjY2P2KKran81ofWlizgtW9Dc22+vSaZXaDBlI2f/JNtnm+xI3KKZdL5WMSN5SoKbTvlVdisr7M/hvlUylf7GEJmGr8aAdbe5K95ULIc7b0sV0jmZPQbxZl8fWiUsBnW46Z4/TOSdLhXvuFoOP1yhBTKcW7YDbnt6cawWwDgUAgEEgzgtlmOI4NjShvQiN3UgbudlgfMQnKH3ntttqhsTwpeKkZucTGDlSLeEUtt9j76wftWtcPr5lvjnttBOm6EHu/fRfnQDfX2ybuFXNsttDl1BLv2G23Ohuqt3O5XcCIiL1KUkmuzVZSbeMnMVui6+vVZ+46akcI6Fy8vCHl2H9/tW0TSu0FJa4CIK0CRUde3pYdhSGzC8p/StLSMpulU4TCy3HTceXAuXuRMYJV9z54DrXYi8k2w1Eya2ZS2JheilJHPEQTIQlSqJuHxH6o/aP2tjyjgg0L7UmCRBxkqCFJ71lmuw+RiITCWZL0RHOPOX4RhMeqi/ja/xB8eKvn2JOBN9le84aF5jh1nrlumX19187jkhHyUyYx3czpqQfY6Bn2zFTq59mTRy0IurYf6cFtbV5qh+ppMUXhZUl6vMleMK4oS5jj3gRJi1zqW3vfPl7klfaBaG4S/XTJF1vwOnre26ks8I+dQU/o14oIIwcCgUAgkGYEs81w9A6NJpXtEPMgqzcpdSvF1XMT+DdamRLz2X+MBVLLSu3wXA2IYfodljyxROq3v4Hr5ZX+EFMkQciBXmYrZCDRC8dFvr0Ss97SWfZ1bAKjAjLakLhTzw11tgjs8aM9uC3yB6aw5I42LiOiEp8HD9rMkqIQkvT4kS5znGwca+fwtui9I4MKEjhKHHqm+14/hxl3zzB014FrT8IpScrPSo1hJhwTEIpeWOfe75SCTTWC2QYCgUAgkGYEs81wzE/kJhXUk9XdReUs4qD8FeVyPVMLyvNSHo5yuRKz5KPddj7Vax5AhgDE6knoJXFOk9izZ5vX1Gffrw2VNlOsLIC6I7FRPuXI1lXaOUDPmo9EStvbbOazpJjLM4j1tvbZrKu7j49r/5EGc7yjw76+WcDgJCmRsK9XKXQ2+tgGO1cucVSDjFk8K1QSmyWy7Pvu5V9ngLXojrYec9zr9EWNOUiE5VmhksGOZcUado2BQCAQCJxHCGab4RgcOZmk5iXrOM/qjnKNBE8xuRzao/3zs4fN8fdfvAC3RStgUj96jJva71EThnVVDhvttNnl0612rs/LcVNPV8KRPlZck1ECKavpek2mBRoZyLvPSql97vs7bGP9ijnMkp/eaeeZicHOnctMbVm1fS5UKvX1rY24rVsurTDHSY3stYkkppoHtpueOp80CZT7pvdE4nJDqjTY2cGt/268sNwcp2jWuYJgtoFAIBAIpBnBbDMcbf1DyppglVY6arMVLwdJCsgcYAWLnKbNlDcl27xmZ/VNdYWUZ/Xa9ZG5AZm4k4m6B4/BEijPSvnfG5awXSP9hvJgxKK8CIFkPxPEhslwQZIe3Nfj7CcZQ2PMroipHm6yc8l1lTbjlJjBzoP2kTlO7pBysBS12eI0briuxjZAIWbrIQ/eYYqAeUY2BIpA0TsnSQfa7PfO0nxEzjYQCAQCgfMIwWzPQ1CNIuVVJFYmUr7NM4Tf1myvzN95kc3IiI15oLyhx95XgyKY6nzfVGu78kjSz19sMcdJLZp1Bs+RTN8lvi/kcET3vQ2azUsc7aAIhadiXVFhM5/d7fb+l5ZyDWp3n32OlH997Llm3FZ9Dfzmefu+r1rCz4pkv3ePQlN7qj2WuDnGNtiWV1tP1QEUHfIaJFDVQt+IzZI9Byli/FZ7Q8/lbaoRk22GY3Z2VpKX6mRCSuRBTCEwrz8rdbhBmz9HjEMfBJogR05yGJl8WskDuccpT7iwyC6jotCcJ3qh86fQr2d6QPAsHi14PrgEKuFKzORtUUh8Q6V97ekZkqRra207zv/+sO2J/dHrF+O2frbdttDMgmdoG1huStJze+13i7Z1l1OSNK/Ynrg/udHu0kSTnSTtb7ffIT+FYMMzgLHglf6UFtrP94sHk72vOwZTe67TiQgjBwKBQCCQZgSzzXAMjp1MYhQz+uzQIBlESFJdwg7BkejFM4+gUBd1hdmwgENwZK5AJS5eeQKxIjK7IGs8DxSC89jCZIQnBLpflA6gDjPedSRWYpkO/C48dMAu8aFwvLcPslj80Fq7U4/H+j58uV2O9jd3vGCOr4MmF5L0w+/8whyfU1tnji+qtUVQkrS6yhYWfenh/eb4u9eymO6hg7ZwbF6BHYmoKuRnuHy6fV9yQUznRU7o+bIaWmRDGuRsIJhtIBAIBAJpRjDbDEfujOlJBv+UN5wMKNfoCX6o8H7tTDaJIFAvUGJexflsT0c9NOlcvJ6bZLFIhuxenpUERyQcI1GTJLWDsIkYLNnsEduXOMdMOXEvP0ftGFsH7PNoAUtIiZsEEIP1SpJIq/DZd15kjt+1w+4jLEnzli83x9essFnnU88exW39EO4vCbo8UB9lj/ET6H2k90TsaYHX3mq3ue8ElxBNNYLZBgKBQCCQZgSzzXAUzspy2dwr4eVsqZDdM0UnbGmyV/lLwQaOWu9JUkOPnectz7Nt+2YMMOsjtrQS7CU9M36y2tt62FaeErOUuKSCyng8282KIvu6pGpU8EiTnf+UpKsX2Tn2LY32fb+swlanS1IesHRi3MVOKQuVthHjvnc/K4ifbrKfu+Zuu+zqEodZdi3m87dwyw1L8W/1c+37+1ADM34CmbxQidzCEi4dJFvImml260EvZzv9HMrDpoJgtoFAIBAIpBnBbDMch3sG9NKEmtc6aIo9GdXr9rbk2jZJeveK+Slvi3K5xDwkacY0u56VmBexLonraWlV7uWlSXVMrfc8lE6z2Rq1OiOjeEl69KDNLsncgJpWrC7jdoxkIk8MlpqBS9KJYftv9Ax70RmKKswGwwXPYpFQkGszsnuePIK/OXHCZulrl9s52/ufZbONngtt1fPNkP/1zGeO9trPPVUa7G2x2b4kHem3t0VWpIPHuR6eNAFWXrjb0VVMNYLZBgKBQCCQZgSzzXBkTZum7An1Z7vabTZKq0yJ60AXF9l5msYuNumvLbVZCTnW9PVyDpJs4C6rSJjjnvVj/yl7P8RgtznKV8o/Ux2opyD+lxds9SnZW3qOW5RLphwZMeELS1jlWTzLfo7IdH6+0xaPapmpaYV3HanhfEmp/Wy3Oq0K50Pz+LvBKcprRD8KUZARqEe/5mJukHC0x87vP9Nqv/OTQWGh/azs6WRmu6zUjoSQop/0ExJ/i6x3Ozc7dbe8dCEm2wxHYU5W0sevbJr9ofA8defBb7wJmrD9SI857omECF0glKnMtz/g5CfsbYvOsdCZ1OYX2vunMhevP+wHLrZNF+hDlZPFodQxnLzs60KT6hPNLJB6+4X2ZLCn1f4YT6anKmGYq3W0qcoWKT0HYW+anCUOMVOJzYHDXMuy6VLbIINsHJeWc5pgWbm9kN1YaR+XlzoiH3EKL9OEKvGzWgpGGFTSJzmmFsZvTjpphalGhJEDgUAgEEgzgtlmOF4u/Rm/eqTuK+uqWLzzox22wGMdlAHQilViC76lZfaK3VvlEsgIwjP8pxKf7j57VU4lEJJv1JAqyEaSjP1nDDFbKSpIzX6RwrL1c5hdEVP1wtsECiNv7+gxx70yorv22CFeKpfxcKjDTnk8s6PVHKdeupKUDex9LpTSVBfxu0X9fCnlUVPIx0UiNLK99ECRnhNDdkSF3l+JnyMrPdbSf+50/QlmGwgEAoFAmhHMNsPR0jOk7AliJSqxef4o55XWl9s5H5L0e2yUWNHuNjun5+VyydyAWvxRez+JxVNUTjIIgh+JzT5ohe+JS7LhuMikwWsCQQyW9k/79kACuBdabJEOMXSJ8+XUnIJ6JUtcQtbYY0c7Wo3+qKdRPdc+x6dA1NQK5y5J2/EvNh7aw8K8ChCbUZ9fEhhK/NxbtoiSH80hTQA9j56GgZ7V+pLk78qMbjbamGoEsw0EAoFAIM0IZpvhmDljWpKisxjydlSaIXGubybkVjx2RUbmpbPsXJRnz1aXbzOMriGbrfQ4ctUjR22WXjsHSpWgQb3EBhmUMyb1tMSNI8jUwsOKWQlznBjs6kr73z/ZxAyS/kZtDxMn2ZqPSpIoj221WTuN5cC4H220Izpdxzm/3zdoP0fzym1F7qjTkrAWrvFV9bYmgNoLSlLLCfsZphaZXgSKogRXL7aNM7Z18zOxvspmw88ctVl65TR+H+g5OtcRzDYQCAQCgTQjmG2G4779XSocHq+QfBdYutGq2APlJr0m3l57NgtkxC9JRaM24+4F5rOuglfMP99rq1VpJd03wiyZflM8M/VaYjLEJyW4lwOlJvETjU9Og/KsXn01mYCQwnRHdw9uK3+AWa+F7OmsYiUGSwrebIf1kYJ4Fhh63Liam7Q3dNjv3fZmO2fs1f8Se6dWduug/lbipg5UJ+8Znextt/OsFAF6vIVZMhnGLJyT/M5Nn4QFbboQk22G4y21xVq0ePyLTqHfKnF4igQLZISRl8MfvZws+wV7tsUOKTU53XWurS01x4dGbXGHJ7wg8RSFLKmzkMTCj/5he+FAHVYk6dpae3GEPsCs65Fg7iJzg8mEsMlneeaoPXlRj9/J4O5ddlmZxK5PfUP2veqB3rASO0I98/Az5nhnp93nVpJmQaic9vHRK6txW9uO2oujoTH7WTnu9KalXsKEMqfcj1IuJBikhaTE77DlKjYCC6mzgQgjBwKBQCCQZgSzzXDkZk9PYifU/cTrSEMMlkRNXq9XEmXUFNohMK+LTRsUrW9eaoftKJwlceibbOuo9EbiTjaj0MWGyikkLomi8iavsxEBe+YCsyX2KkndIE4jFjPipBVIODYIJTabl9mRDolFYN9/xu6ic/PlVbitv79jpzk+bZYtkCos5LTKbjCMKYb30ROBUXnTFdUJc5zulcTRDhIstjnvPKUdqFzo0SMcRr5pWbk5/nxLcprg6PHUU2PpQjDbQCAQCATSjGC2GY7p0y5IWqESg/WESMRgS2HFTpJ+SeoctFfAFU4OlNAMoq78LPvRHgFB12RAZSkSnz+VER3o5JwtMejJNG6g/LPHLi147Ipy2VT29KZaZuLUOOGnL9ps1MszEltaU2Wz0b/631twW6svW2yOTwfhVHMzm1osXWE3mpgz23639nYxW6NmC4SqAtZp0LtNbNTrS0ydeuj+Vjn5X3pXLjXOfe8AN0eYagSzDQQCgUAgzQhmm+GYPu2CpBxLQ7edA/Sk+y922mUTpIj1bP5Wz02Y45SHI3tJic3SicEtmsUreVqxlxfYK3xq6CCl3uKPesB6IFWmpwql65LVC1aVwDzu3mP3uZWk9660c2rUVKCxk+XTpOqmhgNem0gq8fnhIwfN8T9473rcFlk5/sGb7Dzvf/7vv8RtzZ1bb46TtiGRy0r/J5p7zHFS2nuGMY832doO0lB4kTFqMjI0ar9z1HdZ4lxyl9Ew5Ew2BHmtCGYbCAQCgUCaEcw2w9F+fFi5ExgY5WlI2StxLSS17tpUNRe3RW3benrtVSj9e8luqyWx4YSXayRmT9elpoRZMuWVEjPt69joMDJSchLjb3KYIuWZqSUiKaE3LuQoCLFnMk3x6pUJnrUogRjhiiX2s+o1Injg/hfM8QOH55vjt7xvI25rr9MAxAI1rpek9eUJc5wU9V4jAnrnKUJBxigSt12kZ5jMVyTWaVj5+sERO5J0NhDMNhAIBAKBNCOYbYYjMSsLlYBJcJyH+mWzlRuW2PWsVs3baRDrJHs4D5QbJrZEKmVJ2g4snawfPXtL2j8pPL0GCaniQC83SKibbufOKI9P+TnKpUpScb7NVuh6UWMKiRtKtPXb18urMaZtvW9NhTl+TwM3SV++phr/ZmFuPivXD0FutiDX/o1n1/jdZlulTS32Kgs4qmC1rJOko73AUiFqI3FEhXLG6wq55v+nL9r7tzQMudmc355qxGSb4bBKfyjM53nqXgTdTLzuL4TVYMVGnYK8HqUXFtnHRWEzsiuUpPWVtoiELAtPDPH1ovD2TliEeOE8AoXXPcMJmiTJUITC296iZfQ4eA07vsWE5XPtcHVjj23L+HQrl5zNhmtM5iBPvWh7UktSabGdQlgI3sT3PGkbV0hSE3hf67JF5nCn041oVZV9vWhS3dnOCzOCVWIjcc9aSToxZP9tDExevMU6LTas1EKf845ONSKMHAgEAoFAmhHMNsORSunPFWDqL0kH2m3BAnXt8FgylRGhgb0jvKCwLJUkef07LSPz/29r5ihFCKTUbQa3OBGC9yy3w5ytx23hltdxiUpjqLyJTDg8gVItsLuEUZoh8fMgST9vsCME6+cnzHEvtE8hcTKJoEYAEod4f/ZQgznesd8uL5KkG95li6fmGV1sfheqi+x3iER2N9bxO09RjeZu+3p5ZURdA/a9p3ebviuStOZiOzJmWbGm2mEsnQhmGwgEAoFAmhHMNsPxQnuvevLGsyZa4XtG4gQyVvAYZKrwLOW6wAKQVrQNHdyIYNMie5VPhfG0WpekJaX2NSYjDOpDKjFjmD/HZs+UH5PYdpNYDPWAvW6xnd+WOHdHbNjLMS8vPXMCl//2oM06q+fa174KjBgkfr6ve1OtOf4vLSy22nPAjmo8c6LVHP/9t9Thtg512+8D5aurpvG7RWyYojP503k6IfEU6SHI2lOSGrvsKJvV6GLo1YpDpwDBbAOBQCAQSDOC2WY45s3KTWKGOztstuKV3pBalppCU9mAxHmaXDBx95ADeTXKp3r531QN1r289JaDtlp2XYWt5PQiAakaZFQUcTlHqk3iSXXsGXo8dMA+d2oS0DXEEQIqE6PnazfoESTpumV2WRCpW7v6+Z40HLHfocNNthr6VLPNqiWpvdC+lhdBg4KngAlL0hvr7XMchgYcTX1sHkEmL2Q56mkYaP+ouQDjDEl6otmOElgGGSdBu3E2EMw2EAgEAoE0I5hthqNraEQ5A+NVq3UJmxWQZZ/EdmvEfLyVaRYYUVAuiP69xExtHrQnoxW2xDlFMgVZ6DSPpxwo1eYSs5SYQVO7QM8gg5TKdO6k7vUUz9TCkaIQXqtCijZQ7fXQKD93h7pt9fYOYKM9vWxfOgrK9RywH1yw8U24rVRx8zq70YPE154sFo/0s3qb6rgPg7bDs2u08qkS19Z7CnVqZGJFoM4lZhuTbYajriRfi8vHh4Pa4WWhCVXiCY9Cv1uauCsMuU7Rh9VzK6ISHxLpeKFfMCXCc5+MCIw+bvnD/CqSiQB5IHc7YVn6uNEihERjJFKRuPPMZRUJc9xbTDX02GFhCsf/fC8bUawqtxdHJLIbcZ67ARDH9R+378maixfgtghUXvQvvzmKvym5KrXSH6/EhvyJqUzM6/pD7yOJDL2uP/huG8/2QHgjBwKBQCBw/iCYbYajd2BU3RPMBKgsxguxEvsgZul1/aHSFBJYeMeVdzK1R9gTbpHnK8FbyZNn8whce89Xtg3CmcRgl5dzR55UhVvPHLVDrJ2DXJpx0zI7zDmZyAWlPP7lOWZ3hGeabIOMogKbDS6Zz9fxsedsD+Iy6Lrz60d247Zqltqdgi65qMwcr6jlsqsjffYz/MB++z5+dB0zbkrREIqAPUv8rtBvvK4/1Bt3hvHOdTvpmalGMNtAIBAIBNKMc2faD6QFR/sH9NKELjBkapFwcmeU66MOL2QlKEnL5tvNA3qO2kzNY31UlkO5IE/YQ/uZCcKeyQjKiKV7IiGKHlA5Fl0TiRksMYnJ5PrIRJ625eVsWwfs54gsLL2ezO+ot5ni9o4ec/yrP9uL22pvsZniDBAM3nD9CtzWPb/YYY7ftKHKHN/fwe25yHj/5uX2uXvXqxu6JK2rtJ8hz0yFvhMUzSoSs+SJkbrTsISB3Y7xzFQjmG0gEAgEAmlGMNsMR9a06UmtzWg16fUVpVwjMbJ8sHGUpC5YmZKBPf17icsTimfZK2Ni6BKfC+Uaqbhe4vKEVQvs8bt3cQ6yerZtekCMkNTmEufrF0AZE53jpoWckyeVNj0TdH0lZsN0H4mNSVwqRRaH9TU2g/P+VgxK3X/54ZO4rfk1do77wZ12fv1DGznP+sRh22Tmr/7tRXP8T65l60eKgO1usxXii4rY6ITeLYraFDs2ixS5sSJQJ+A7cDYQzDYQCAQCgTQjmG2GI2vaBUnKWGJE3sqUGg60g1LWy0E2QLNuMsn3sL3NVpgSG/RA9XvE1Mh+UJJe7LaPi1by1CRd8tW6FuheSVJejp1/pn1sWGDb/3X1c7SB7r1n50fwlOgWyvPYqpLqf3sg19jlNGl/YYfdDD4HctlXXrMct/Xg3Y+Z40tqLzfHHz1oP1uS1DdoRwn+7p0rzXHPAAXzqZNQEFNjAarT92rYU9EERPP4QCAQCATOIwSzzXCUzJqZ5PhCzMNTE1Jejdq/ecyHHGjouLwc5IVFtrKZjmvrEc6zrgJ26allCavLbNs8skUkhaXENnhkpUi1qR5IlUq5b68GkyIEBLLplNgOtALaC1KkRZJysuxjXlpqP49LS9kWce9uu/3dyuX2bzym9qE/fIs53t1nP/dZM1J/HklxXT+HnxVqELES6rhJOS4xg8X3tLETt0XvfPtA8vUaGDt3mG1MthmO6dMuSCr2pkn1MPj5Shxi3tJkT17rYLKRuCzHKkqXfPtBKnCnyevaWrsEYjLY1c7hvMpp9mRAIiFvQqfzp0nV+7CzUMUO1/68wRbpfOTShbgPWphROZjX9YdKjMgu0ur8chobKm0zCPJsJv9lSfrgZjssfNt9dnefRILD24dbbcFRa4v9fFHPXEmqmWsL3aiz0czpHPqlLmCUcqAOTZJ0oDe1BVhBNqehyPLUelaOO9uZakQYORAIBAKBNCOYbYZj+rQLkspjqCMPmSRIbGXoMdhUQSFWDxRiJnbnhbdT7fVamc9shUC2dd61p78hS3U6LhHrpGjDdTV2ic+BdmZEBCot864jCcq8MrVUcccLdkh46x4OZRIqKuwQ585nDuFvyK7xRK99jUkEJUkbF9n7J+EYpQkkZrD0LfDYKEUo6Bn2rFOpJ7X1/k5P0XIynQhmGwgEAoFAmhHMNsPRPzSWxGbIOi3hWKRRTo/KA7zcGdkcEuuaTD5zdUnCHKe2dBKXQVjCC8kvlaIyCGKp1H9XkoaAYexo6zHHawptcxDJ75ubCrxWhWSJ6ZUkEQ5AX9MiyCdORsyWyLWP671vsBmnJP3DL/eb4z09NiMjG0dJamvpMcf/6qPrzfHH9nOv18Ye+1nd05Fakw1Jeu8qOH94hUiwJzGzpWiSZ9FK76l178+lfrbBbAOBQCAQSDOC2WY4xk69lGTR59njeduxQIzMMzBo77X/RnlWT11bl2+zOFTEOuUJVGZCDJYK9b3f7Om0laceSMFMdnqeCQYd85JSe1t0HftBESpJu5s6zPHKAjtvSO0IJek45GYnWpCeBt1Dyb/3Fr77qyb826olttlHJxhhPHy/rer2cO9OO2e8EGxNJSkHyoK2N9ls+DNXs10jNmmHqIZnKDKZUi0C5ZlPGlqFyNkGAoFAIHAeIZhthmPGtAuSchmUt/MYL+VW6DePt3CN4lJgZPQ4erk+UhcTG/aax1Oelc6RCvUlaethm5WsnWert6nGWOJ8ubWSl5hFSFIXMFsy9h8GdrMQGhdI0rJSWxH7LLSlo38vsYUntT30WsYR690ILeOGxjhC8PWfPG+Ok4L4ve+5FLd1/2OHzPFVVbZ5xDd+8DRui/K82fCs0jMksRFGSa59T2rnMOOmuuj5yHg5akRRtqa+5H0097NGY6oRzDYQCAQCgTQjmG2Goyg/O0n9+9ABO39U4eRciGEQS/acmsiijVaz29tsRiSxUT21uDtorH5P4wVokEDMxzNxJwZLTGISDnzIPCoG+D7SOW5eOs8cJxbhWSxSze6FJTZT8/L7tB8a91TSpIht6Ek9j76o1q4/Hh21n5Vf/spWL0tSV4vtwrZ1j/0MvfNtdlMBSSqEKNC7V9v3l5T2Els5UqXBi6Acl6T1VXaO+5mj9rtNrRUlac8x+371DCY/E539qetT0oWYbDMcDZ39Gpg9/iWgSdUrZTkB3TNIcOOVAeAECQYZXkccCr/uP2ZPKpdWcY/SuhI7DEY2g/MLeVKjkHT/qP3yryhL4LZmgBjosgrbftAzB7l6kf3Rm4xojkDXhfbh+SxTqJ4s+8i3V+JF5lNN9rPiobnZtlLMy7MniQ2XVOG27vr7R8zxp+Dfj162GLdFphYUQqeuWRIvMinlQBOqJD3eZKdVSOhG4WUptWcit4dL6qYaEUYOBAKBQCDNCGab4agpytPiCQIUMtD3bP4o3EQdach0QGK7NYJXytI1arM4sgBs7mbGTeFtKr3x2CD1/KRxr1MOhZ7pnhB7lqS6mXZokMKyFKG4uJxtOiksTMKt+/bZdokSs3cqFzp6jO+vFWaUpAVz7GeVymUkadnSUnv/0FSgIJdNGt7z6T8wxw+12Yx7ba19TSSpDcKmvXBP3r2CjTsoxLtmvn3vm51rT5Eb+uZMpuuP9c6PTqJHdroQzDYQCAQCgTQjmG2Go3dgNKk8xhMfEMhmkAzhqWetxC3NKHfXM8jMlgrcG6FdoGd6QOIaYsmPHuHyposg/7sccopecT/lJ6nUgnJqErNOyqOTqGlLo21cIUmbFtrioYkNMU5jttOEIQdKuEiw5wm3VpfZjOiu3fa5ULmMJFXPta/93v222OnfHtyD2yorT5jjZJzhMchLK+3jIgMUyqVKbFJB5WCTAekLvJ7MRQX2O7+7LTmqcMxp3zjVCGYbCAQCgUCaEcw2w9E6MKhpTrnLK+GZNJDBO+Vsib1KbKC/cZHNiPo6malRPnUy7e8OHbevU+egnRsl9irxdaHifq8RAZVXUSRgSxOXStUU2opzyiUTqLRJ4sYJQ5BfJ9Yl+WVBFjwVPGF1hW3QsbuduUgfqPOXQD71ySdZ9Tt/nn3+z+21Wed/uZEtFp9vtZ+vvV32dXlzNSuIKdJD2gZqcOKBImOrKxP4G6qMGDHMX0ajEUEgEAgEAucPgtlmOOpLZmvxBOUo2eZ5Jg2kIKYcqFc7ScpEUgp7rIsMFBbOsdlKA5g6SGxDNxmWTHaChMZjbCtH13hig4nTYDtMznFThIDwbAsrdUmpTAYZPYPMXomproMa0PYBVv3e02DnU+cV2L8h9ipJuw7Z+fpRyGcmitmSkqxFqV3fcy38rNAxZ4FrCrWolFh3caDTZs8jkPeXOMdOWhCvFSYxbsv2c2YPewdMNWKyPQ8xmY4p9IBT6JlCiRKLIsiZZtAxaaBFAE1e3sRNCwQKm+3s4Amnerb9ktOkRpOgxKFU2tb8WTzhPA+TJN17muw8AQvdezIa8byRu2Ay6O6zx61Q4mksLbUnD3JdemI/h+MHoOzrxAn7uGgSlqQu6BREBhkeaFJ9c629APLKxIZH7f3Ts+qF/A/02veeFt4UKpa4161VitfvbGeqEWHkQCAQCATSjGC2GY7W40PKmsDyqPSn0GFE3d32ip1Y3737uX8neg0Dg/WEW1TqQZaBZKPogcJpVFzvHVdxvh1O80owagptIRYxazIwkKT15fa1p+MlBuulCaj0iEqVPEZEfsZ0vPTvJelIn83SG3tsZvmbrftwW0PQG7e43BZI5UDURpI6ISxbX2Pfq0Quvw/LS+1SrZ3tNrO8sc4255A4RUPThpeK2Fhqix+fbLLD8V7q5pEmOx1wWUUiaWzY6dw01QhmGwgEAoFAmhHMNsNRmJOVlGMh+789ndz9hFaatK0rqthSjlCaooG9JJWALSQ1SPDMNsgW8ulWO3e3vJhN7yn/7BkSEEhstb4y9WtMTRWoBIOaU3j2kmQjSWzYi6gUzrJ/Q/fKi1ysgoYW1EXmD25eg9v6wc93meO90PnmhKOHWHvZInO8b9B+7n/5bAtuK3F5pTlOVpVk/iJxHp/6Sx92tkUsmaJsFDGTpMVFtvjReue6oWzubCCYbSAQCAQCaca5M+0H0oLc7OlJuRQqwcgf5seBeqcSPNZHTIZYsmeQQQx2YbHNyDwrQ8o5LRefC6Gt32aQ3UP28XrGDtQnlHK5HugcybSEri8xd4nLOYiteJELUrGSleDSMr6O28Bek1hfzgxmV9TPdmAgYY5nQXmPJPWAVWdHh83S/+L3luO2tjfb7JKMOyYDUpV7+XIqb6Ln0SuFI/W69XzlZqdWgpdOBLMNBAKBQCDNCGab4ejqH1H+hDwd1k467MorWLcwGes2Yj6eWpUY2U6oJ/XqbIlxk3mEp77Mm2mv8qleeesRW2EpSRsgN0uM/2gv54UpD1dVYjMfMhrxzOgpqkD3hAwPJG7VSHlWD7/YbV/jvBz7vt//m0bcVjYwpuNw7d92FVssbt9nK9GJwRJ7ldigg+rRPTZKhhd9I3YkwlMQU4795El7W2X5fFwTG6t46E7h36YbwWwDgUAgEEgzgtlmOHpHRpNceIjBespEbwVs4XGHqVF9KqlYuyDP6W2LfvOCY9dILdgICWDVEueGiRVQ/avESk5iK1RjLEkPHuT651TQ0MPM8vEWOzdKamAPjx/tMccPH7Pv77/85ihui5qu72m2mwS0HeY2ghdfVmuOv+cKW1n86z1cR50HEZXd7XYu18u/blhgNxYg9TjX0nLEgRTqXu59Z5cd1aDjJa2AB6sef7pTDz7ViMk2w7EwMUu1JeMnVxIr1E5jwc32Nrv8hctPOCRNhgQkrPFCvzRBk4DGM6J4sdv+6NJvxhxrQPq4VMBxeaCwP1lCemFkmvCoNy91NqKJXpJuWDLPHN/aaE84dB4Sd6X5yWCbOZ6fy2VEhzrshdaTTx40x//2jzfitr7zgP2br//keXO8sooXUzdfXmWOVxXak11TL09Etz7RZI5/eM18c5w8xCX2UF9XwOdCIN9xmqA9AR71RbYWFOfSZBth5EAgEAgE0oxgthmOjv5h5UxgOmTk7eHqxWXmOHXn8Oz88mbaq1ayayQmLknlWXZ4m2wRqZ+sJC0H1kclSTQuSZsW2qUhtJIvKuCV/PLp9nHd8UKrOf5Wx4KPhGtlx+1nYjKmFnSOBdn2PrwetPlZ9m+uWmQb619aydGZJ4/YzLb6HavM8Z9tt9mzxKU8ZeUJc/yNK8pxW39/x05z/Oa31Jvj77rQfhclqSzfDu+TQAleE0lSVYF976mZxZr53OOYQO+2V6JHphqWkHJghJ/TqUYw20AgEAgE0oxgthmOufkzkwQzVOKyH8zKJakNCu+JwZJxhiSVOvZ8FjwbOMrn5ufYpRlkSyhxGRGxQc9SjsqCqIzJY8l0v955kZ0bJVYvSe1wH6nhAOV/vXaMVCpFIrtWMPWXuGUeNTW4e4/N9iXu9br3qM3UlsxnQdcdT9g52+lQjtW1xM49S9IYlIOtKrfzqW4PWtAE0DX2SvSIdZKpBD1bEh9z9qi9Dy/aUQzlYFYUpjfFb006Ecw2EAgEAoE0I5hthqP5+KCmTTBnXz0rYf5bYnYeeobt/JzHfMjcgKz2ls9ihkH5wS5oLu41IiDWuaXRLgHxVLSk1i0B1ukV6peCKnUG3C8v30URB2KjZC5AdpQSawJo3wsLWRFLxh1bD9vK5utq7Fy5xNaPXX32udC4JOUVgh1or60JeOGgrfaWmNlSq8Q9Hcz6Ll+QMMfJcIIaU0gcnaF3jhpmSJz7v+MFu6mCdx/zoLnAmBEdOulE2KYawWwDgUAgEEgzgtlmOEpmzUxic2TB5ymIiUURgyOmJEnrqmzV4lFoP+fZIpJtYBmwQS+XTIrNtfPs4/UMAahO8ATkDT3F9UMHbCOK+jl2JODuPWzGQI3H93fYeXGPkRH+7+tta8JhsPz0ap/vaLCZzxDcq4o8rkGl/W9eaau3SZ0uSS2XLjDHPQMWQnmebctI5iT0DEkcaSJ4GgaKwnQO2+foNStZPTdhjr/zIlul7dWKU239ASOq0A7tMc8GYrLNcIyMnUqaRCbj9UsGDjipOKHM50GQQgX2XniqqIAK3O3j9XqnEujF90qoaD87W+xJrdkRhNCk+sNddmlKzgyeuH/25BFzvBT8jAcgZHjiBC80vvdkszn+4TfYE5S3AFpeaguhLgWTiO1HenBb6yrs39D9pT7GEqcQaJwmeolTLpPp/0uTLY2TkYzE5V3zZtupBcvB6TRS7fg0sQf3K0HfKUsseagvNVe4dCLCyIFAIBAIpBnBbDMcXUMjypkg+ydBSosjCFkAv8mB8GdbPzPbVAU0zzaxr+yKsoQ5frTfZitbmjgsumaevQrOhlA5hbMkFuOQUQBdX4nNPt6x1BaRUM9cSTrUYbPkYhCOVRTZx3Wonb2RN6+2w7I7obTs2/sP47Y+c7UdkiYzFa+f7Ykhm6nR80jGJBIzMhLveF6/XumTBS/lQN256PkiG1aJy4gofeJFeqi0bTLdwUjIaF2XbCfKM9U4d44kEAgEAoEMRTDbDEdhdpaKJ+Qyvv2M3Rnlk29YiNuhHCiZlZPNnsSrf2IL66vYEIB+Q3kdL59JXU6IcTecYHZH4ppvPGmzuM0XMot6ptVukED3xLNrvKLezluSNeEKELP1OAYGh7ptFndtrX0fvTKPVDtBeSxx4ntwGlTy1niMzVSIQdZBPpXynBI/qw3d9vN1YQkLt8jkhYxhyEJTYqZKjUQ8y9FuKMUjlur1sMZ329B2BLMNBAKBQOA8QjDb8xAfXQdlC46xAtmtXVyeuvk4FdKTmtFTNu8/ZucByc7P61lLK3Niz15pCOWosmCl7alCewZtJkGm+3/0L8/gtmoW2MfcsM/uP0wMltrCSdLPt9uWiR399nW8enECt7Wu0mbiBzqhEQCYcEgeu7OvvZeDpJ69FB1JtSRH4ndrV7sd6ZCkkZPAOsHi0GtfSarn6cO2sphy4hKXBd1Qb5f+cKsFLn2yIhEdk+iLmy4Esw0EAoFAIM0IZpvh6BwaUvaEGk6vMTPhoYN2bpZWxp7KkHJkNWW2UveZph7cFtVbUlOFySgmtx6xWd9Ny+yG3JJ05y47L/4+aLXW1Met/4jB7u2yFddzS1jZvLTcVuuur7FZ1F1P2eexZY99TSTpxtV2g4ShMa41JVA7N1LUe+paarZA9axefffudpvx37DEfu5JpyBx5IQiQNQIQOJcJ+V/Dx3n567+lH296P3d2sbPxNWLbB0B2aqSWY3kX8tzGcFsA4FAIBBIM16fS4TAq0ZhdnZSvubFTpstUF2dJL13JTe/tkCrdUnqB+P1vS02G11SyrWT1PqPFItkySixundpkb3/F1o4d7YK8rmklvUUpvfut+0a5xXYLP1tqznjtaPZzlseALvGZdV25KDAYRfEet+91ma8Tb2cV9sIOVuq9dwEDEqSHod6bap9HnO0AqR7oOiIV2dLtog72nrMcc+pidh4TaEdHfFY4p5Omw0Tsy7t42jWwW6bQZN1K7nMSZz/tr4rA6CcPhuIyTbDkTtjepIdHJkeeD0ki07aHwSyVfPKAB5psj/GZfn25OH176QwNllSerZ5ZBZAohsym5D4WpJQxeuisxiMJcjmj/yqJWlo1J4MvnL7HnP8g5tt316anD08etBenPQN8sKsZ9Ce8ObNtp8VL01A5Wi0APK6EZHYirrb0IQqsS0iTZDeu7W1kQ1gLHidq+j8KVRNixaJF9jkh74bwt6StKGy2BwvVvJ1OeUI5qYaEUYOBAKBQCDNCGab4Zg+7YIkAQiFLD2D871gz9cIK/xLC+3wnyS9e4UtLKI+t8vLOcRKZUEUtvIM/1NlsAvBvF9iJmP13JS40YMk5Y/ar+lkGkpQWHboXSvN8cPH7ChIQS4/KxQh8PrDpopSiKhQ1ESSNi+1w9gkRPp5gx2+l6RNIMyj0K8HinZQ1x8vRUMisG0gHPN6WNNzRCWCnqFINuyHvjk3LLHvlSQd6LTfbet6halFIBAIBALnEYLZZjgO9p7QUPf4XBn3D2W2QjnIYliVe6tv+huZC3Q54hLqs0u5MxqXuFh+zzGb1XsMkkAr+RnT+No3dnF5hgWvzy7lc0lsRS35Ojr4mDZBr9cPwfhjh3twWz1glPCrQ3b+98NruByLGCzdx/XzE7it+XNs1kkRjcn0oCVRlVe61zhgR5rWl9tM3CtvoutFbNjLcXtNTix4QkZi/FarxDC1CAQCgUDgPEIw2wxHVcEsVU/I41AjZ8qZSlxSQblcUlhKzO5o9U/sVWIVb02JzWAp3yOxuTyxQW/1nQdsidSXXjkHIdWSEYnV2GQJ+bZLK83x/Y4aufO4zSbIGOXXO1pwW7WVCXP8+otsRap3T+gaWwb2km/4QM8EsT7Kr0vSyvm2JuHevbbtZZ3zPnQO2teebBxJ8SxJfSP2+0htDMmAxNs/3S8vEkDlSlb0rQOux9lAMNtAIBAIBNKMYLYZjsGxk0k1boWz7JyH13ib8qZUDzfUZqtuJVaFUusuD8QwiMF6NaikRiZzeU/5msi12dLyYpvFeOdObGkyLQm/9tghc3xPs50D7Yca2E4nQlBfY+cHf/DzXeb4f7j2QtwWtUR8rsVm1o09zGRoWxeV2Oyufg6/D169tgVPud7UaZ/L6jJob+jUd29YYN97UsF79pZUg+tFDwheDa4Fz2yDWO+6iuTnbn8/W1tONYLZBgKBQCCQZgSzzXDkZ89wXXVeCU9BTKtZcnOh+ltvP5QjI8WzJC0ABSTV31IuVWJXoDpgPuTsJElH+rie1wLlxySOOLSDzeGXfnUAt/WmanulT80OHtzXY443AxOW2BFq+YoKc3z7PnY9Wr/U1gpsXGhHCKhBvMQ527FTNuuj2lRJ2lRlN7yneukf7bAbOkhcd/7Pzx42x995EVunEuujcyT2LPH7kDVgc7TKfLZ7vWtPmzn+nuX2M+E1IiDNicXeT8J5nw3EZJvhyM2enhSSoZKCLscWkWT9NKl6Hz0KmdKkOuKIS/Jy7A/oDHghfc9m+2/0oZo3i63gqBsRfQw9AQ1Z8FEo9WcPNeC2qt9p2y9S2Jv671ZUcHiuGrysD4GY7k+urcNtEcgkwROavdhtLxBowil0FmY5YNwxdsp+7qoKecHYDKK562rsCZ08iyV+T3GCcp671SBOIz9yEppJ0rr59vNCIfEtTXa/YEnaXG+noaxvQW526sLDdCHCyIFAIBAIpBnBbDMc/UNjSWyOiuI9ZkuF/6kyXkmqnWOHLGkfOzu4pICYKhXRE3uVpCeP2F2HqBvSE809uK3VYLxOIqx5s5klk6HIh9faZTk5M2wWI7Gxf0OHvY/mbohczGamNkKRiwL7HPfBPiTpsoqEOY5NM5z+CAXZdjpl/zH7vntiq+IceFbgHFeUJXBbWw/bkYuSXPsa15ewcIusMqkbERlXSFLLkR5znM7RA5X+3L2nwxz/6CW2AYokPdtih/etRhNHwLb1bCCYbSAQCAQCaUYw2wyHVfpD7a48gUNDp72SJ/tD6nkpsZF5cb7NuD2BFDFYar1HZTwSlyeQqOrqRVxiQ0yCRCfecf3oWdvcoHyjfb+89nc79tpMogRMQPKh4cCO3fZ2JKn/uL3/L/xfl5jjy6H3r8TXkcwYKL8uMesjkxXvfSDdAQkJ6Twk6bIKW2RIZTmeyK8d8ql0jp71I+VN3wzvlmfJSM1PqO0hfSMkKXu6nYe13qETjnZkqhHMNhAIBAKBNCOYbYajaFZ2Up6QVrmkipS4SQAVy3t2axNb/p1GWaGdCyJWLbFSuQKM4j1LynVVtir1QLud9/EUxJSDPdKfWkmQxAb+xDya2litugnyvPf/ptEcvwJyZ5SXfRkJc/ShBpupUU5c4nKwCvhNtmNa0g/pelLReib9xKDp3fJU8IOgyCXG772n2N4QmCJFuSRpSbF9jek3VIYncdVAXZYdofCYLelErPsYauRAIBAIBM4jBLPNcHQPjChvglk/1dYR45SkJeV2DnZvi806aYUtsVJ5Zqe9CvXUj5QjIxMBL89KTQLouuTN5HwQqTyp/pjqICVuQXdFtV3L+8R+NmPY8rTdMo8Y7C9/td8c/8PNF+E+qC0f1d967GrtPDvaQG0EqZmExKz3IChWveeOngmK6JAeQZJ2tdv1v9RowgPlhnd22REdsmSUOC9OjL/MqSV+/qi9f1LnV5UwS+7qs++9VX98tMeRp08xYrLNcFhhZCp18EAvmDepEjwzCAv94AYlsYnBjUvKzHGvGxFN3PSh9Mom6LgozHjvftthR5Leu8p2GKIP/p9eWYvbIp9lwtWLE+Z4XRGXn5DpAC3yPPEQTarkivbd55pxW63H7A/vgcP2RHDJRfYzJEkF4N1LHtMLS7m7TkOzvf9Pbqoxx5up7EnS0Jh9jSsL7JCw5y5H7zzdR1qsevshwSA5wEmcvrHCy6dgMj8biDByIBAIBAJpRjDb8xAUyvRYDzEy6gbk9aAVLKZplUtlPN5x3b3bLpchW0JJ2rSQ/G5t5uWVTdDKnMRe19Yyi6L907a88CeVZ1DpkcdgCWRl2DtgRxXaB9g8go7r8RZbHPaeZXwdSVBGXs5k6CH5TNVCYztHk1aAMO/7z9gs/d2r7ciBxP1syd7SE4HRM0yRHk/ISGYyF5ezNzOBokBXGz23s8Fu9Gzg3DmSQCAQCAQyFMFsMxx7uvp0fPZ4wQyVFFB+zAPlU+dD6Y0kPXTA7gNLvTiP9nIuqCrHFlJcUWUbBXimB3QulMv1hD0EKqHySkOot+cLwCQ8gwwyIaFrnJ9l79sT/FAumwQ/i5zepd8GQdd1i+37+/+7Zzdui/ChjbY47GNfeAB/c/M715rjFdAJqm4uvw85WXbu/apFqbO+1XMTKf17LzfaOmDfR6/kjZBqhMR7T6nT2LmOYLaBQCAQCKQZwWzPQ1A+daZjCHDfPjsHSuYCJ4ZY9UvlBsSuqDxA4nZflMv1VsxUAkJscMYQl+ukCrL/k6TCafa53LTM7mvqqUIH++39LIGyHGI+nukA5f7pnjR1cm70A6ttJfaWJtsu8jPXLsFt/ct2Owf6xGE7QvDe91yK2/rhnc+Y42MQ7SgEu0JJesumxeb4ULn9rHp9lHuG7QgJlURRpEVi8wj6fniaDzIOefyIHeWiphEerIYWnU6rvqlGMNtAIBAIBNKMYLYZjrm5M5Ps8KjOllayEudTqdbTy0FSzR2pUr28Eu2f8q9ezW7XkL3/ogE7P+nlrihnTfnf9m5W5ObCtSwqsI+rb4TPcWmZzWDJApBM7718NUUi9oMi1zNv2NZsM5PW4/Y1aT3OTGZZua0g/vl2O2pDTRgk6c3XsKmHBa9xw/xEarWgfSP8blH7PTLbID2AxFas9P3wmo/Q92BdhW3M4tXDE0u29r9v2jHdhVuaWgSzDQQCgUAgzQhmm+GwHKSoEnHYWU1SbeyWRnvFTrlciQ3/CwdSb7dFuc786faj7bE+yiUTey52csnEYImpeW3mioH5UY0z5Zg9EFMl27wZjr0kuYoNj4IjkeMgRToCsqrc3c1NGA5128/RXqjJ7u3kphUbrrzQHB+B+55w2CvVJfcMwj1xbBGJQVKEYkdbD25rXaV9jQmeo1o+7J/uvecqNmOm/ew1Gg5h3jFNNWKyzXCMjJ1KmkQpdDR2ij+gFNah8LIXBiJBDB1X9xBPthQWpcnOs7qrnm5PUiT88BYBNHldWGSH2sgv2vsb9Vvd1sGh1KsX20stKvEhH1ovtE8TNBujpN67lLDKWbTkzLAn4rdeXW+Ob2/g0C8hmww94HmUpF/v6TTHya6R0h0eaEL3Oi7RxJ2qcEri3rwURm6jFk0OrGeYbFPPBiKMHAgEAoFAmhHMNsMxPHYqOdQKkRWvLIbCUCS88LrYkEVcJ4RFvT6ZVGJEZun1c7i4nkLM/bLHux2GQYyMxGGeOI0Y4W7oW+t1cnmhxTbKL55li616oNfqnmMcrqXjpfCyF7kg/HinbdlHDQIk6dc7WszxUWCdPT0cBdnxrz81x7MXX2yOX7axDrdF3ZB+vMMOb6+t4meYRHsUTn2ug0PlNYX2c0TWixc65U2ry+zUEaVV6hJ8jqn0Es53noepRjDbQCAQCATSjHNn2g+kBbOypyeJE6j8hUQMHmiVORmDc9q/lx+k3Oj8QjsXRazLA5lEUL9PSfrlATvfR+0FJ3NclK9+6EA7/ob6w5IgpRYM9z2hGQuebNZFfWa9v21cZOe+93QwG71l00Jz/GfbbZZ8YLfdE1mS5qzdaI6TqKrYaQ5BIGFcjmOun2qOshQiGhJHlCj/6+Xeyd6ThIGeQOpAr116tGJWAn9zLiCYbSAQCAQCaUYw2wxH9oxpSUXgxKK+s+0wbuetdcntqyQui/FKQ9BKEVazjQOs1KV2gbStsZOskqb8JLEFL8f95mpbpU35yVKnnONAp20jSXlWz4yeVNoEUo575UWkRKdSFrKKlKSdLZxTtLByHh/XMFgWvrHevlc7d3Aj+vzZNuv72LtWmuN/989P4bbedv0yc/zp/fa5X7eYLSlf7LZz8pQD9fKsVApIkSbvGW7vtfUN9D54z1fddPtcrPxvS4d9Pc4GgtkGAoFAIJBmBLPNcHT0DytngsE/5TM/cqmd05KkLQftPCDlXDyjgrwcmymCUFe1czg3SqtsUiN79azEksncna6jxCptWrF7jRvI/pDM+K0m2qdBtZOp5r7p/CQ/X2+BzDkkNsqnWtN2p00kqWsfPWazH2KvknT5xRXm+N//wG5Q8IYNdrMBSdrypB1Ruukq+zctTq04oanPjo7UZXFUIVUdgZdnpW3Rc+c9X0f67fO3athzulM3eEkXYrLNcMybnaOFc8Z/NKgMwPMzpuLzVL2JX4b9MaYQZ1u/40wDZgwktiLvWMkJPcPE7V0vCo/1g7ijqoA/ClQyQ309qYRKYh9i6mBE50jH5KFrEiU+ZChC5U0UKpakX+6zO8w89YItkBp1jFlogkwU28Kt32zdh9sqr7LD2E/vt4+XevlK0qHjMKlCGJl8hiUWPFEZIKVhJBbUUU/m1WXss7ztKJSv1SYvlofHUu+9my5EGDkQCAQCgTQjmG2GY/q0C5IMJkjwQ+FSSRrtt1eI1N3GC9d2ttrM66oaO/zp9dklBknF/ZMpbyKW7jE1slLsgu4+NaXMbPe02gYSdB+94yKmSNeLGEnBKb6O9BuKQnjlKtQJiuBZGVYXQZoAzCsqKphdHW6y7QfpNz1dLNRZt8y20MyG60LCOIm9oek9aR3gqBF18aH3wbuPiVz7mEtnsaiK8J7ldgj/sPHNGRjzImxTi2C2gUAgEAikGcFsMxzd/SNJsntiMSNOvotsBrvBqN7rbUklM2Qe4YFWxhVFNrN89CCby1OXky4Q3Xh9RWdm2aIusq1rg9IIidk45dsqxcItavZA5TqTMXInFkPwuk3R/aUozPefYCOKugpbzLdsqR1RKZnNrOvgfvs5GoAc9xs31OK27nlgtzl+9Sa7xGenY7FIjRgol+1ZoZK2g+5vSx9Hs0gY+CLkbDcumovbIljNDrxo3VQjmG0gEAgEAmlGMNsMx/RpFxiKYWi35VjKNTh9Qi1cmMXF8qTupfzvZBgvGe5fXG4zS4lLF6j0ZqLK+5WgvBaxEs94vQKuCyuFmY3Sbyh3N5l2anR/J5MvpzKxx1tsA/vPXbsUt/WTF23V8VHIiXvMlnD5ynJz/MQQM6yLVlSa4zv2Qq9oeB4kbplH+XLPCnXebPu5bwA2WlfCJXr03NH7SGYqHjYsTFZ17xtKvU1iuhDMNhAIBAKBNCOYbYYjN3s65ukmYk8ns9e6Ipt5ERu8e4/dHkyS1syz87lUZzsZtSrlohqP8YqZGCzlFL1cI+WKqHm8Z/1I7INYH+XRJa6RXFloRyK2HbEZpNeEIaml4/8HYsOWivQ0CgapptPeB7FXSUrkggof1Mg//NI/4rbmXXG9OX7/bxrtfSc4alRabOczl6yyVbeeCQgxWFIjF4GRi8RslBisV3dOoFacDT38LSL2Pnos+fvRfjw1NXs6Ecw2EAgEAoE0I5hthsOya6Q6vUurbDWuJDV326v/ogJ7W9fVsJpwe0ePOb66MmGOU/5V4jZzZH84GYtFyoF6+a7Hj/aY4/MKbFW31/B95qi9JqbjJWYpcSRgaY59HYnBeipPUq6Tw5CnFaBox5Ji+z42OaruxUV2tON/f/gSc/zLCzm/n59rn+Ou3batKamUJUlgCNXVZ+fRq+dyVIHsD+9+0c5d3rzcrvGV+D5SztarmSUGS+8psVdJ6oZa6vys5OM9l+psY7LNcFh2jWTDRhOqlLq5gPcxvqzC/rrsb7dfYq+In15W+rB7Ih0Kt5M1oRf+pK4/BLK9lFhUtR7sGuVoS8jU4nnorkPmHN6iBcuIwKbTuyc5WXZ4nTx9n2+17QolLtV6qME2qHhhxxHcFtkyLoQJepkzcVN/WgoXH+qw3xNJ6l9opwOo/69X7kcTJE2qXiqEkJNl72N7Gy+wL4IwtrVoG5qEaUa6EGHkQCAQCATSjGC25yGIqXnlHNlgmUgdOKhkRJL2H7NX5vQbMpWQeGVO3WK8Bglbj9jG75UFNovzzvHpVrDzg/CYJ1QhUdWWRjs0uHYes6gzBWKvkvTgwU5z/MYldsiSIi0Sd4tpgRCr18+WQsx5OfY+iL1K0uFnn7PH9yTM8d41dbgtanhQUW6z9xVVfH87B1OzQqU+sxK/d9R1iJqVSPy8UERn89J5uC0SYlnPRGeKEbl0IphtIBAIBAJpRjDbDEf/0FjSSpBETZ50nxgksbufN9hCEYnzmdjz0m3XZ4MMMg50ck7v7UvtUgvCM0dt9ipJq+cmzHE6R7LGk6S8mfb9IlGVZ0BCgifq5UvisBmQz5Oksnz7HInFeH1TqRyNoyDMH548YkdUbqizc9+jTnu2XXPta19XaedMXzhol1BJ0g2X2qYWj+zkMiYClUTRu73NsDg8DbJ+JPHSZEp/CmfZz8Sdu1rwNxvBVtWKDh3PTq0nbzoRzDYQCAQCgTQjmG2Gw2qxR/aH1BpNYpMIy/xb8kt/iFnTatZrJL2k1M5r/WiHbUh/RRU33ib1J5WfkFJXYmUmsfSFYGwgSTmQY6fSIyrZkPja37PXNiEpBKUw5ZElqTjHVoA+22I/K1bJxmkQg6WcLTUjl6SrFtm5znsa7Fw9ld5IXMpDDPZtwF4l6c6tTeb4TRuqzPHtTdyI4F0X2g0PKP9K7FVi5TqNU9mRxG0yKdJE0RGJIyFHe5O/a14Z3FQjmG0gEAgEAmlGMNsMx8jYqSRm9kRzj/lv371iPm6HWB/lDV/s5jq51Vk2w7hpmW3iTsxSktp7bfZBeR3vuGj1vaIsYY53OrZ5qZq4E1OT2B6PLPg8cwGKaiwFO066Jl4dNUVBqC7ZO95G+M3KcpuRNYNSVmLWu6sRGDcYV0hSYaF9f5ub7efre/ftw21RY/ntC+xzvG4Z13A/CvaaVJtK91fiqgV6VqmNniTtaOsxx+ndIsWzxO+dFdE5BlUJZwPnzpEE0oKxUy8l9a+9ttYuA/AckcgDuSTf/lB6fsYUFvUmVcKBXuhAApPHpkX2uUss8Nh62C5lKcnlSYKMGsjxyvMzptKY/lH7eItOpdZPVmJfaIInkLLCeRJ/jL0yosur7bA/XZPlxRwW/TcQ7S2Zb/9m1yEWNe12DC8s5BXyRFS31F5kdoGv71NNHCon8woCLQol6XEohbO660j+M1xVYJ//wW47jEx9nyXfk/xcRoSRA4FAIBBIM4LZZjhmzpiWxDKpWwxZH0os+CE26NkPEiuhsCgxOEkqAjEOCUK8MqJhKG8ikwgKcXr7yYFSGq8zE13jC0tsRvZiJwtoiGFQtIEs+7Y22mxfYvGUF3YnUF9T6me7gSwsJQ2N2c/wgjn2M7Rgjs04JengfttQZCZEO8jGUWJTCxqf64iH2vrtZ2VPhx1tILMaie8jMdhX213slSgttK+XV0ZEoqc9x5LLxNqMsbOFYLaBQCAQCKQZwWwzHMNjp5JWgqnYnZ0GrYAnNjk4jV3tLEQaOWmvTImpeaCGA8RSPeEFsT7Kv9aX2PlXD8T4h5x8NRkPbKqyy6s8M/7s6TaznpjXPw3KvS93SkYoqkC9VovzOcdMgrKrIffu9WSmfrbUQci7jsRgTwLrKp7N+f0du22WXL0wYY53AHuVpAMddiTgQ5fYpUfUQUfyS8gseLl3soLtBLtXrwyRvkWWJeW+0S59D7c0tQhmGwgEAoFAmhHMNsOxt6dPPRNatJGxPjEPidvcUW7SY33E7siykIroPZC61lutUy6IcsweI6PfeLlsAlnwkSrzHfXco5Ry78Rs6ZoMDzMTp2hH4zGbdeWNpv4ZIsXzvm7OoxODJRvHx6E3rSRlQe5906ULzPEf3/E0bmt+jZ0bzoaoQt1cNlN5/ID9DpHhhNc3lpT+FDXyjE6ebrWVzdRuM5HL71Zbv32OluZkcOTcUS4Hsw0EAoFAIM0IZpvhWDtvjmom5PbI7syrs8VCcliBevkbMsonk3wf0C4QVLSk1pS42QLliApPMUtu6LHPsS5hM/7WAc6Xzyuw99MO7cO8dn1kVNA/YN97ynF7jIjyrNT20KubtBqCe/Bs/giXVtrP3dP7bTYmSVdcYjNYsnhctmYRbqujw84Nr6qy8+KPH+DmAamCDG4krscnnYRndLJhQWrNR9rArEbiyImlhu5ymlxMNYLZBgKBQCCQZgSzzXC8bNc4njm099pMgtqpSewUta3ZrnckG0fJZ0UWvBZspOKl4/L2TTaDxLzIgk5itS4pmz1Qw4O79tgt2NbN59xZ34jNPsgViOz8PIewR5ooP5cwx4+AIlXiRgSkFXiogVnf5mU2U/v2bw6b42truWb3Z78+aI63HbaVxTVL2Qp1GBq+37210RyvXpDAbV1Wa9fz0nXMdvQQxGApmjUGeX9JGgMHuuZu+95TfbfEuX9Lc9Lawwx5qhGTbYYje8a0pEmUJg8vnHe41/4gUIcXb1Ih60cqivd6vVKJAIk4Ui1nkHiyLxrmcg4qo+rqsK+jZ09HJhUkhCJhi7cfMiqgD6v3rFD4keCVY5GFJ4nm/vPl1bitO16wOxv1D9oLkEMdfB0rKuwFDZXrbH/G7uwjSRetsMtyqsvs8HbDETYt+fUe22yEekjTAtMDTareO0/lhiTY8yZbQlNfcji+dYCfralGhJEDgUAgEEgzgtlmOLoHRpQ3QSpP7M4L11If1MkYZJCA58SQzVIphC1JiZP2tqiTzGRWzBSypHIoSSqGY6brtf8YsygKfROD9ULlVDZBSMC4x543LrLNNkj0Qv9ekh49aIdl28E4g8qkJCmRa3/uiEF6jTF64VzIYjHPSaukitWLuesPieks1idJVeLjIivF256zIwTr5ydwW/TN4R64qU9NlinOzGOTEV2mB8FsA4FAIBBIM4LZZjg6Boc1Y0JOjMwrPPNvyq1QKYlncJ4HuR0qPSLGK3GelxhOIovZKOWiUs0xS9Ledrv0h679slIWNdF9oV6gXtlVH0QcRuDcSSB1cTnnmInBko0jXV+JLTQJNYWp5+R7Bu3n66gjrlm1xGaX23bZojUPy6BJwVMv2tu6ZdPClPdB1pPUyEOSCkfta7m5fp457rVdJBvNThCHbVrI0Y7uTvs5st7fk/DdOhsIZhsIBAKBQJoRzDbD0T86pt4JjJGs+VqBeUjSznY7R0cqRyo8l7hch46rfxJN5SnP67V5o3IWymV7zRaopGJ0OpyjYyhCZgFkpeipQpeX2yVJWw6yNaEFr+k45Tq3t9nX68YlbC/5d1sPmeNXL06Y4wd6uXlAIVyXHmgteajNyaMX2c/3LHhW6muKcFu7Gu1ypSNNdvla6aw6Pi7I15fOslW58ws5v0/lOqREv9cxAdm81GbDVGngRdkoama1r8yece7wyXPnSAKBQCAQyFAEs81wrCgp1KLy8atqz7yCcF2NnUMhdvVsC5sL1BXZloVU00nN7iVuYk71pJ4ZQ8oM0mncQH8j9k75TIkVm/ML7evotZkjECOaTH6fsLHSZnfEoCTpT95o2xyShuDnezlnWglK3QQ8X15bvLvueMIcv+zKFeb4I4/sxW29YcNic/wEsPS9XVw72gT18KvLbE2A96zQvSdbUw8UBZpMu82WbntbVvORyNkGAoFAIHAeIZhthuNo/4BemlATSQ3EydJN8pmXBdqHty1qi+exKM8W0oLH6vNhFUzqaU99mSrzmwxboH147Q1TVYWWQJN0YiQeSPlK11fiXLaVn5O4QbzEtpf7cm37v6XlfB2z33mZOf74s0fN8RVrWEHc3mUz2Buut1nyE/s5alQPzlaCtDhdE0l6ERgkWZFSowmJI0oUofDqwamZxxPNyTnjtg5225pqxGR7HoImVW9CJSHFwW77Q1E7h4vJSWBBXqxe6JdAFofrq9gQgPZPAilvsiXf5HUQSiW7RIk/eiTCYqMABpX40MT9oCOoWgUf44XF9sLIW5jQM0mGImvncUmSZ7Ri4Xv37Ma/3XLDUnN8K6QcBpx3axQEZSOwrWOOfekeGCezi4tK+D19rsVehJBFqzfZEqg71kRR5yuxvtx+h5YXJz93+WFqEQgEAoHA+YNgthmOqtl5WjRBkEQmAp79IIX6lpbZzMezupNspkpCJAo1SVLXkM0YyHTBK3GhzjfNx2xBSjfsW2LB0T17bau7TVVcxE9MgmwvK+ZwaHBni834Lyyyw49kkPH2pRW4j3YwtZhMAwx6Jqm8yWta0QwND3a12CU+VzlNDR7ZaQuxli61mzAUO315+6ARAo3XVbJ46C+utMVW33zK7mwkcXnT7y2zy3UoFWOFcU/jULedpri21n7nSCwpcYi5piQ5cnI8n7cz1QhmGwgEAoFAmhHMNsMxMHIySWRChgQeK0i1D2uxs6IkpkoMx2seUAzs7oc7m81xKmGSOG9KrN5r3DBjmn3MdO2pR6fE0YMTYMbg9RVNFQ3ddk5thtMHtX3AZjE0Tgxd4gYYRyHaQK0VJWk25BRvXmEzuP/+C8qAciOCLGB9JJySpL/4veXm+N3b7SjMsnLOQ25ptBs3kHCMrColjjQRvHz5hgX2/ilycriX34f+UcjxG1WAR3uixV4gEAgEAucNgtlmOHZ29ql1Vs+4sYtG7JXxoiIuoyGLRcrTWMrA0yBGSKYSpJSV2JZxeal9jl5ruNSVwqmrpEl5e+g42wzS+dfCORKrlrjhAF0XagTgtQQkBTNFCLycLTFYgldCRWb8ly9ImOPvuGQ+buvxA3b5zW+ebDTHF9VyROXH21rM8YJc+z1p6OBrkgX2hO9ZZtf+eBGrnVA2Q+V2JU5TA3ruqfWfVzpIFQVWROdUF+sXphrBbAOBQCAQSDOC2WY46ovytGCCVRsxJWqXJ0knQHlbP8dmMdR4WpLu3GWv5MnOb2cXF6ZTjo7YlXeOXq2rhbv32MpiSVozz1b31kFdY8UQr8CJfTwJRvWejSTVP5PCczJ1kGSUQLaMqTa0l9gAhSIdEuf6aHzLHlbXUg1sZZX9DD9z32O4rQUXrzLHb76yxhx/ronfBzK16Bux79eeY2zXSDlYeh67+vn9oWjLcTium5Zzc4pdR7kByES0H+fGI1ONmGwzHIU5WUnlE0+32iEwzzyC5P5VJbZBRlMnCxzIp5Umwg0L2IjC88K14Bk+pOrTujDBH3bqTEIitNJZvC0yY1gJHXzawR9XYvEUhbFpYUbGFRKHpMkTuwVKcqTUHcK2Hra9siXucXzomH29+qH0RmKTih2PPmeO3/KRt+K2fnjnM/AXe7JFlyhJXdDVihYU5BAmcYkg+Z57fsY58G7TYj2VCfU0rO/XzOj6EwgEAoHA+YNgthmO3qHRJMu7q2rswvvdbRxSoj6o25rsVS4xOw+0kp4xkwU/FHqm7jrUKUeStjXbYVlalXusi8RLzd02i/PKLIj1Pg8GFcR4vd9Q9IBsJyksKbGhCInsyExE4tA+CbQ8MV1Olr3/RujVXF3GJTbU6/aNN9qeybsO2c+WJL35movMceqz2+qUiW1eab/b1A3o3StYBEbmJMRgPftSKm2jqAaZrEhcQmaFt6c7YsGpRjDbQCAQCATSjGC2GQ4rZ0vlFFQWIkmN0JmEflPu2NMRiNl6RvXEYEk4dWKIGVlBtl1qQXlWz0CBBCFU3jSZ5gFk6EFmFxKLl7zrYsF7VsiEpO2YfR1/uZ2FSB9eW2mOZw/YPMG7J5Sz3VRfbI7ftuUQbovQ1tJjjh9rIrtEaW6t3bP3kott1rm+hs0jqCNPcY597T370jNpE7pwjq3tSMy037m8HJ6asuEdOtcRzDYQCAQCgTQjmG2Go3NgWDkT1KyUA1xW6qkc7dwZ5QcpN+jthxisl88kBTU1KKCVtMRMkfaR5VgWHmi3IwG0f0+RS00NqATjTJYktbfY13FDpc0GJekfHm8yxzfX28YOGxdyjpny6MS6hsaY2a6fnzDHSYl91RrOZ37vLlt1PB8MF2Y6qt+5c+3cPzXz8EwtNlbav0GLQweku6BSPC86Qw0lKorsZ/u27UdwW5dVJMxxq8dxdqiRA4FAIBA4fxDMNsNRMTvXtWF8JbyidLJYJAZLuUGJGSzto1DMRmlbtH/PrpFUlifAwIEMHyRmo6SWXVdhq6ol6WC3zbyI+ZBVpcQM59N37zLHybzh6SY+94Yj9jPx6x22mcnbLrXzshI3Pad2eV79L0UiyFrUq0H9vc9ca45TFGa+k8+kumiyt6TnUWKtgGd/SCDjEGKpVA8usR6DtAI3LmFTC/qN9S3oT1GLkE4Esw0EAoFAIM0IZpvhmD7tgqTVLin9PEUqtcKaN8te/Xp5VmIYxKy9XBAxRcpn5mcxSybbwN3QZu6GJXZrNokVwdS4watbTbVm+ReOzSDh0OEec7y+xmbc2Y7bWB5EKIoL7Brn/R1cN9raZ2+reo7NOluyOZ/5q0O2K9FH1y0wx5fls4ZhV7u9Lcr7e1agqSrRybVNktqgNjYb3jmy75Sk+UX2u90F59LfzXnhkX47CvNit30dqTJA4qiVxerPpTrbmGwzHNkzpiVZLX5nmy1gec/yCtxOQ6cdfi2AHqEkUJJ4gu6G35ChhsSF9zTZlp7k0CCFsbuH7DDfgU7u1ENCKFocUM9aiUu1Wgfsc18AE5EkPbjTLvX403csNcf3gBjnqQNs0tABVp3FUA7W59gi5uXY17Es3x73wqXU+Ya6DnnhWhL53bvftg+9tpbDotTfmexLPfHQRSB0W12ZMMfJZEXiSZUMKsiOU1KSsc5pLCzkhUOq27I6Ph1zvkNTjQgjBwKBQCCQZgSzzXA8frhLB6ePLwXZBJ1JyIxAYubllfgQaMVecCp1QQiZRFCo3BNI1chmBamW3kjSgwdtQ/wq6IbkNQ+gziwk4Mlxyh3eeUm5OX738zbjJTZKvVYlqfoim8XNBTZKtoSSdEOdXWI0mVIW735ZoOYbktQPz+TVi2y7RDJGcQGnmMjl46KUw36wpPTSF14qyIJ3fRt7bTY8PwuEhE53rrJC+5m0Ul0zelJrZJFOBLMNBAKBQCDNCGab4ajIy9WCCYb5JFDadoTzcJSPSdUIQpLueME2XXjnRbbgiMRZEudA6TdeTo/YcB68Jp3QzkySrqiyGRnl56jMQ2KjBhKKeP1sSexFedPDrfa/XzCP83O0rQK4vqOOEQUxWGp2QIzT+xsxMmpH6P2G8plURiNJP9zZbI7T+0ClShLn8elTT5oLid9hGqdnW2LzG2p+QpaQErPerUeShYHtTdxycaoRzDYQCAQCgTQjmG2Go3dkRHkT1LS0yq7LSl1NSNvyWMHlCxLm+Axg3N62yGqPSge8Ugdiqp4hASFVBuu1J6Mc7F17bOXrvNmcT/3Zdvs3lJt9Y71tP7i9iXP1T++0IxcXvWWxOb60lFnfL3bbZUx7u2wV7cIEK7FXl9ls+DDkE72SK2K2pEL3LDSJwVLenxTHUupmLivKErgteh/u3tNhjr/rQlZck9KftCBeu8/sUfu+VBYkn/sFUPlwNhDMNhAIBAKBNCOYbYZjUSJfNRNsCGkl77VNo3o4j3XiMYF95BhYunl5uLZ+O6fXOGavyvtGWMVKDavJkKAkn1mUl2e2sKeTV/KzIa92+QKbxTwGBhUSM1Wqv91/xN7Wjnt/hftYce2bzPHWPvvakyWjB2L7vc6zQvjxDpt1fvSSKvzNsy3HzPEiaJBATRAktt28epF9r8j6UJKO9NuMn3Lc/+dZrtm9otquWri0kpl1qqB3y1Ob14E5SuJk8nM0Ck1XzgZiss1wjIydSirap64/j7ewQKq+xH7AqSsLTVySdHSAC+ktWMXqp3FtrV1qQeVC1LFEktoH7AmaevN6EySF806etCdhEppJHCr/0bN2j1SvLIfES2trbUHXz3590By/4QM34j7mQe9SChfXz+H0Rcky+1mlxR9NXJK0/5gdSv30xhpzfEuTHS71QA5l9M5J7KJ09WI7LEuLUonDxeQhfm2tPaFL0hPNPeb4xkp7EvZEfhSSJrFmVQGX7FBK6/GjPcn/9oi9KDobiDByIBAIBAJpRjDb8xBU4lJTyKtJ8k3esNBeGZM3sCTlg3iIyhY81keg7ieXVXAf1rwcu6SBwnbkNytJ2zt6+OAMrJ6bwL9RlOAXM8Bn2bE//PXW/eZ461Lb7OL/eeeF5vhTTWwOQiFeer6IQXmgZ2LYiYIQyK5xHQiqJGlbm82YqBsRRUck7s07GSOKVOHZqlL5Gpl9kLe4xMIx+hZ5GAWf5TdXJ3+LDo116hcp7yE9CGYbCAQCgUCaEcw2w7H3WJ96J7AsKor38koEMsn3TC2IdVKDAi/POvuE/QiTxaJnQdcGK2Yqb3oBmjNInNeiDi+eIcAoiNDet8ZuHOGVrFxRbx/X7nablRzqBqGZw563N9i5Tsr//v//r0txW8R6v/+c3Rv3+nqOXNDzRfAsA9++1L721BiDLAYlLnmjHLN3HmQGQbnc9VWcs6VzoQhQSxtrMYjZbj1slzd5eXzSMCw3ehlnO9alU41z50gCgUAgEMhQBLPNcCyZU6BFE/KBxKI81kfGDmTxSMzS2xY1NfBWuWQuQIpFWhVLL1tbWtgO+TkqzZCYrXhsidAKDIPylluaWFVOJShPN9nK6lawH2zt4h60CWBxNP71x+2Wj5JUAc9K3dzUjUaoheMCUDZ7DTDu22eXC1HundrVSZwzJttNT/VL26optMt19razop5aS/YMpx4Bo9zspoVzzXGv3I80DC19ye9JJ1QYnA0Esw0EAoFAIM0IZpvh6B8ZS2pDtxDqIHe12/V+kjTcaecNLyyx8785DoOjPC+t5D31JalPqUEBtaWTWDFKClNqGyZxnS2plD1zebouX33UzoEuLedIADUiONRm5/SWLbQVuV496yEw1VgHzdtr53IDcTLC8NrMESif2TNos06qAZX4OaI2lRQdkViN3AXMku6hxApqYvVeIwJ6t4nx1yX4uSO7xhda7G8OfaMkbldoaRW8ezjVOHeOJBAIBAKBDEUw2wxHfvaMJCUgrQyJjUnSI012TedNJXbt5IFOzo1aTi+S9M6L7FpPr5VdItdmK1Tz551jDtQPUl7JawhODIcYt5eHI/U2KYu/fPsO3FZvp50X/+P3X2aO37210Ryvr7H3LUkfeHOtOV5VaDM4yid6oOvrRRvoGtOzQs+WJC3MYuZlge67xFUApCpfPpePi3KdxOo9DcGL8KyQ9eOQE+1o7rajQ8TSvZaEpNPINerhjznMfapx7hxJIC04NjSivAkiAfJA9iaiG5fYIcA7d9klGJdVJHBba+bZAgcyzlhYzGYbVJ5QA4sAz1fWmzwteN7IO9p6zHHqPHPvftubWJLK8u0Q3HcesMPIV11ejduan7A/Ygc67Enq8lV2icuKitQmG0lq6rUXTZ41H4FEfmQrKklHe+0PPn3Yv7nNtsOUpE9vrDbHyRbR666Dzz2EUr1JLWXxoXO9CF395GfM6R4q/dlQaZdq0UQvcXh72Nj/SaekbqoRYeRAIBAIBNKMYLYZjjk52UlhKuoMQjZsEofgiMF6wgQSfiwvt1esxBYk7un6jnqbidO5S9IINAkg5uWF4I6DqIu6JHmRgBYQaNUssK/XVXVsM0hdkn7602fN8dWX2T1oDzklI9Qb92Pr7S46HiMi1kmh3/7e1NkV9RL+A2D1ktROLL3EZqP37LEjQBKLrYi9uwxy1D7HNfPtZ8Irb6orslnv06222MsTH9IzTOKwdijdk6R8SBVQqPxcQTDbQCAQCATSjGC2GY7c7OlJBeUjvTaDoz63ktQzCKIEsGX0GCSJRajAnkpfJOkjly7Ev6UKEt18+5mj5vhlC1jYQ+YGDSAI8XJ6ZFm4eaXdXvC5Fr6PGxfabPhTH95gjncAEy5wDOSri1JjGJ7RyFd/ZeelP3N1nTlOJS4SWxbmD6TeT3ddlc0U97Ta93ftPI42kAEK94rma0/RqcYu+xp7ZXUo0IIyteJ8vu+U523osa/X+nIW4JWCOYplNNIG9/xsIJhtIBAIBAJpRjDbDMfI2CkNTbBwIzWf1yIL84ZQtuGx0XwwUqdcVFMfMx/6GzFFahAvcc7nhjpbMenliIhhUNnEvfvt3LPErc6IqXU5pVK/2GOXcI2AVWcxKK6/d9dzuI8b3rwU/2ZhKeQGJelPr7TLiEqhjMh7Vij3/ihYji4uYsU1MdhU7UMlfleo5aSH4lP2M+mVMRHu3Q9NAsAqs3/UsWgttP+2Pt9+thvBJlSSXjxoG2HMNsp8+h0dylQjmG0gEAgEAmlGMNsMx8DIyaRCd1IKjziNt1NtWUfKT4mt27o77dV/fhZvixTMZMjutcVbXWbX/5KlnadGpv1TXrz1OCuu2wttpkr3xLNSfOGgzeKygAHMX26ruqtr7XyxJF2/1GYrpNB+5BA3TugZsq8j5ctJ3Srxc0dmG8tK7edB4lpXig55kR5i6WRm4ukh6N2m547eH0m6Ar4Hk2mQMDG6dhpkwlE8y4kaQS65y8jXZ00LZhsIBAKBwHmDYLbnIYiRZY/y2strBm9hYvODV4JW5tQUmxSLktQMTQ0o3+UZ2FNNJzVV8Bq+dw7bbJSaGqybzyyKfjNzyD6uogJmd33gxtUPzeCP9tjXsdRx9fr6Ftvi8WObbOX4ynmpm+HTPfFqsg92p5bfb3CiIIuKoPYaWNcDh+z8p8Q2pZST90A5a8pX0/sjsU6DWtx5mg/K2RI8201yvdpzLPk70TPMufKpRky2GY5Z2dOTRBsUZvRCN1SeQEXxXthse5stcCC7SK+bCJUbUEiLJnSJPxZ0Xaz+mafRP2p/9A9125NwyXyeILceYOs6C8vKuSSpeo69n6Ex+5n42ZNHzHHqTStJS+bbEySFkT0zBK8czUJdCZ/7d59rNsfnFdjP46YqLj+59Qm7B++ba20B3HuWs0EGIXu6vTD0LBZpsTEKZUS1pXy9qIyKetN6/bApJE5hZO/7QYsm6zkannnuGF1EGDkQCAQCgTQjmG2G4xcNnSocHG8V964LbdELsVeJBT8U4iXxjiRdBOyDVsbzZjOLomJ5YryHezmsRKU8JKzZ2eGYpUOojcJ5tPKX2H7xUSiB+Pn25OL+07h6uS1s+vUeO8xJ4eLLgMFJqfearZ3D7Ip6zaaa1pCkj19m20USU/IsR/8CSpLaoDHGsy3cz5YEgHRd9nRyWoUYIYW3mzo5ckDpiwWFqTehIMZNJUmejWRhoX29xowmIxfMTi18nU4Esw0EAoFAIM0IZpvhqC7KVlnpeGZIuRjPbm3/MVussXwulw4QqMCfDAG8lmJkhEFlRJRLlaSlZXYurLsPrpdTZkLiKbr2tG9J2rPHZhhkmVg8m4/rwZ12K7+1tXa5zqEO+77nzOB1+tCofe7k8EjPliQ92mhHDyg6Q5EOiaMHz7TaEQJqBSlJrU2p9Uv2Ij3UQpLES14rTIrCELMucp7hyyrsZ4JsJL//HDdbuL7e3haxdy/SQy0JLYyAFuFsIJhtIBAIBAJpRjDbDMeFxbO1aIIJOjHILY0duJ3q2ak1+Pbs6VJtik35YomNOCa2FfztuHglT3klYqm0D4ltIQ/02vlBajsoSdVF9n5+ucvOs66u4mjD9iabKXoWjxaeabLZoMSlRzl99tr+0kr+DL13pV0WQw0dqFRIku7eY+eySXXs5YV/ecB+V0jtTu+cB1LUe43VBX8iBkvlbpJUXGBHurog0vMnb1yE27p7t33tU21r6cFjw+cCgtkGAoFAIJBmBLM9D0Gt5Lw2YFRkPj/Lzh+R+lFK3erOW32TgrgIVuW721jJSbaMpEr1TAeoQQPVgXpq1WFg79nAvHoGORLwn95gG0t85l93muNvXGEzS6rLlfx8rgWqJ5W4Jpwam3tREDKPICvBHMfEfnP9vJT271loptr+bn1VCW7r8SY72kGmEnTukrS/3X6+6Xn0jCs2VnLNsgXKPUvStmbb3nNdRfI+crPPHbvGmGwzHC92HVd3wfgPOfWj9Dqm0AeRXlZyn5G4lIf8lL0PKIm6tkEnF+9DRR89cqOiDj4ST54rchL4G0Jrnx3evv4iW3Typbt247b6QFxCkyr9++bu1MwmJO5B67krdRbY4W1aGHrOZdSJiYwVnm7lBVAFCJ5oMUVhVIknIhLNeSH/dbAtEvl5PsuXV9vPF6Vb6DpKLAykBW6nc46U0rJKf046Lm9TjQgjBwKBQCCQZgSzzXAsn1uomgkSfgrXeqyP5P60YqYwquSwPvCo9aT+JF6iUot2MB2QnF6ksCr3SpIoEoC+1E4olfbzo6dttlRfwyG7qxcnzPFfHbIFT1kphoQlqQL6wJIBynU1c3FbxEbJxtHrMUygsKgHEsdRH9Ybl9ilShIzxQOddqTF66hF2yKLRTn2y4/st8vESLxE7FWSygughzWw4RLooyxxGHm58f4Gsw0EAoFA4DxCMNsMx+DIySTrMyq98eB1U7GwvaMH/3ZVjW0Z+HyLXbfgNQ8gpkjiEg+5slnUQrCn8yzlioFh3fbcUXN8STGLS1bOs5nE7habKW5eyb1micE+9WKbOU59blcv5ijIDXV2rm8y8PL1FryeqhSdIZCpg8T3nrQKnrE+PcOjp1LnQmS5StoK790iDQc1NaD8q8SlgDUl9rN9AvoYS5yztURoYWoRCAQCgcB5hGC2GY7BsZNJloajx+3Vnmf4T6AyIs8EY2ujrT7dtMhmZHvbuVynKstmnWTL6BlRUCkP5ahIpSxJy0ptq783V9uM8JtP2S3bJG5EQOUkDzWwirYP+tb+8VtsY/3/+n+eNcc9ZkvXngz3vRIquvZkhj8DnkdJOjEMugMwFPEiQGPAOqkdpGe4QK0aSY181OlBm+ozvK2Nn5V1ZfZzR7lZzwq1HZgt2a16zSnmz7GjQJZ+ZPo5ZHQRzDYQCAQCgTQjmG2G4/n2Ph3N6Rk3Rgbrdpn+y5iM3RyBit/v22era73cGeWiSA3t1RWSGprygP/WYKs1JalvxF7lk/J1Qw3bDO7pgEYEuTZTXFvFTQ3IcOKJwzYjuuryanOcmqRL0j6owc3JstnNtbWs1CW1al6OnUtu7+X6TMo1EuubTFMDUlxvWMiRAFJck4Yh22n9R7XfVOd7bS3n9ykvTbnZbMfIhq4x5au95hT1Jfbz/WJ3sh6hBexRzwaC2QYCgUAgkGYEs81wXFaRUPWEPCGtJj0HGHLTqZ9jrzI9Byla5ZbkgoE9HK/Edb7EFkglLEk72nrMcao/pgYBErcepIbzz7WwIxNZI46M2ay+0IlCUMP5S6rsSABZP3oqVsK2o/a+PatKelbIdtNrbE5MjawBj/byM0z53PWz7CgM6RQkbtVIDHZ1ZQK39eA+W1V+9SL7Ge4ZZPZOUZjiWfY7lGs4OJ0GVSdsWGAfFzUokHx3qXMZ5/Rke8stt+jJJ58849u99NJL9b3vfc/82+joqC6++GKNOsn+V4PPf/7zuummm17TNs4EWgcGNW2ChJ8MHw4d55ALCZ4SufaLd/ce7iBUs8z+sK8stycoz8+YTAzG4MPqhsNTjDjNdkodaOHS1m8/V2SLKEkrKuwP+z2/OmCOF4OBgMQmFU812WG7urn2s+KJwyiMXA/banJCvxQWpQWjN3nsOWY/R1cVciiVQEYjW5rs557ERhKfCz2rL7RwxyUSaHkLaQItmKnTlgdaSD940E7FXA1iSYnLEFcb13j2cU6pTDUijDwB+/fvf80TbSAQCAQCr8Q5zWzThQsuYDn47t1s4v56xOKiAtVOEP6Q/SGFPiVeZf+PXx80xz948XzcFoXtaMU6mdAgsQWvkwsxrHwQqpDpu8RCnUPH7HGyUfSQl2ez+u0NHFW45EJbjEQh6QYQZyVy+TquLrMFeGzswJELeiaoq5PXPICaF1AqwjOioOdufbn9TJCtqMQlXP3DdvSAwrgSm1oQ4ycrUok7d1H5HJUBeiDDGLJklGwGK9n3ZHAkNVOUdOKcnmyvv/56LV++/DVt4/bbb9fAwL+HtbKysvTHf/zH+O/37Nkz7v/Xrl2rVatWpbzfujq7w0kgEAgEzj+c05Pt7//+77+m33/zm98cN9FK0l/+5V/q0ksvxd9MZLbvfe97deONN76m4zib2Nfdp4EJwh8yvScjBokZxh+urTTHSaAkcb6LLN08huH1vbTgrZivqLLFLWTiTqUZHk4M2deRbBQlaVcjiNOg4UDXcc6Bbt9nC3XWL7VzZL/e0WKOL5jD4rCKPCixKbdZDEUhJBaULZ9uR2E8MxVikKWF9rl45hGkVZhMgwQydqCGAw8eZLEVgQRStaVsHkHvvNcYhEDXnu49sVeJBZMvGo0bWgf4Hk41MjZn+9hjj+nv/u7vxo39h//wH3TzzTe7v5s42dbX15/pQwsEAoHAeYZzmtlOFr29vfqzP/sznXpFEfvChQv12c9+1v1de3u7urv/nflkZ2eruro6XYc5JSjJyUlSH5NJv8dGB8fs/FHuDPs32x0bOCp1oGJ5T/lK5gKDkIMkg4iX928ziXmnbHWvV0ZE+OglVeY4mSFIzGwJjc6/X7PCti4hNfQ1F1eY417OlrC/3VY8e00jiOF4qmMCmZNQft1TrhODpWeY2LMkzRywOQ/lnyknLjFLJmbpNRixmrF7OJniv5f4uLa2deFvlhbZCmPLlGZWb6iR04q/+qu/Unv7v0vKp02bpi984QvKy+MQk5TMamtrazVjRkauRwKBQCAwhci4meThhx/WPffcM27sP/7H/6g1a9b8zt9mYgh59NSppOL0RUX2oqOxiwtNSbVIhfeespkUk9QCzWuQQJZ6a6ttRuSpL6k+lHLZ1Chckh45ZOeGE7n2K0eqX0l65yXl5vi9O+3cHbFXScqGSATW0/bZzKemkBeupB7/X4/adcHE9qXU61Y9NjoZRS6BTD1S1RBIqRvGeMeb6nF57JXaG5JBhZcvp9pcelYmU2d7sDv5+9V8/NzJ2WbUZDs0NKS/+Zu/GTdWVlamT3/606/q9xOVyJky2U580OlhpZCwxIYTFDryfGW7RlP7uFGoSZIqoAPI8022sIZKDST+UO1qt8VLnqCsGgxCKsBQJCeLyyZoUl1VZd+TebP5g3+o2772dz1l99ldVg0iLOiUI0l3v2hPkMX5dih1ZxcLzWhSpV6rdRBilHginozvNy4Y4X0YcxyR6JnIgn147l0/gb7E711pL9i8UikybaFFgAcqV6IFdl4OP8MUKrdC+LPOochkRoWR//Ef/1FHj47/aHz6059Wfj4r7l6JTGS2gUAgEDj7OHem/deIjo4O/dM//dO4seXLl2vz5s2v6vfDw8M6dOjQuLElS5acqcM7a1iQmKXFJeMXG5OxbjsxZK/M2/pt8dJkLN2oa4jHfB44BKUs8xPmeOsAn3tlvs0wqIOPx953t9vXpXqxHWordYwK6itsBk0h6aFRDg3uaLKZTF6K4U/Py/l9q2wWRXagJEyTOPxZfooiBByd+flem/VtBHMSYlAeKH1AVpUSp1waQYTlMduNC+1tEXv3Qr/UncsK10rScoh+SdyTmvbhdW+i58iyHO1rZoOXqUbGTLZ///d/n1RT++d//ueuW9Qr0dDQoLGxf3+5ioqKNHfuXI2MjOi+++7Tli1b9Pzzz6ujo0NjY2MqLi5WZWWlNm7cqLe85S1atGjRGT2fQCAQCGQOMmKyPXLkiO64445xYxs3btS6dete9TYmhpBramr03e9+V1//+tfV09OT9O+bm5vV3NysJ598Ul/96le1efNmffrTn9bcuXMndQ7pwslTLyVZxdGK2ctn3rvfNgynEpDlxbzKpUJ2MrWgnJb3t1/us0sHLq18dSmFV6KXeqpOItdH5u5kjSdJhzrskpnHd9v3cRSELZK0YJ6db9u80hakUJegZsfwgbrFkEn+ZPoC0/WiPKfE3ZMoz/npN/IC2msGYMHrZ0uaBIq0HOjlXq+Ee/dTNyCnny2Ugy0ts+/j401stkG9oinH7RmdrJ5rb8vKJTfmHdczuKWpRUZMtt/61rfGsVJJ+sQnPpHSNiZOttu2bdO2bdte1W9PnjypO++8U48++qj+4R/+QStWrEhp34FAIBDIbLzuJ9v29nbdeeed48Y2btyo1atXp7SdiUrkVyInJ0erV69WRUWFcnJy1NnZqaefflpdXePZU3t7u2655RZ9//vff82ezmcKPQOjSf0f60vslenWw7wyvajEZoT3NNgM0lMsjg7bK3myp/NA5hW/t8wuf2kf4FxQz7DNomj1f+sTTbitP1hlm0E83mLn9EglLLH94rxiOxLh2TUuLbfvC5lHUEvAqsIE7mN7m836yA7zPcvta+WBSoKofaQkvbnaZpdkjNLczeydIhRebpZAOVAqiykCUxhJ6gaV+KYqO+L2pS37cVtUkkUVCNQO0QNd+374Rniwohq0/bOB1/1k+4Mf/EAjI+M/VB/60IdS3o412ebm5uoTn/iE3vWud6mwcHxY9KWXXtIjjzyiL33pSzpw4N/rBwcHB/Xxj39cd955p4qL7Y9LIBAIBM4vvK4n27GxMf34xz8eN1ZXV6cNGzaktJ2Wlhb19o5XvFZVVekb3/iGamtrzd9ccMEFuvLKK3XJJZfok5/8pB599NHf/q21tVVf+9rX9LnPfS6l40gH9vb0qWeCmfv6Gbb6klqQSawK7Yfev2TULnF7MmrRRTWNEjNV2v/nfvoCbuv/vj61Tk2ffMNC/FtDp51Xe/cKu3HDY4fYno5yje9ZZrfL+/rjzLipBvfzD+8zx5/e2WqOe3nhG95UY47/csxmo0uKmQ3WFNoRlZwZ9jPhnfu7V9vRjm1HbSZOam+JIz3UcMCrFScVPplwTCYCNAPerY9fxs8wRXq6O+3jqoNrIkmtx9ly1UIJ1GRLUuew/c57+fpzAef20f0OPPDAA+roGP8C33LLLSlvZ9q0afrYxz6mt771rVq9evXvnGhfifz8fH31q19N8lC+44471NzcnPKxBAKBQCDz8Lpmtnfddde4/8/NzZ1UO7yysjJ96lOfmvRx5Ofn61Of+tS4bYyOjuqBBx7Q+9///klv9zRuvfVWff3rX0/pNy+99HJeZUmiQAsd68RXC2KXlD/yjOLJeL7glP04em3ACLSSv/lytgak1oPkfkOtAiVmOE2dqSvBL1tgMwyqNyRXLYnreYn1UVP5glxmVw3Ndl30aGnqzkN37bDZ8Kc32kphLzpDucaV6+z3w2OjpNQ90m/nciejXCd25zUPoGeCnmHSPHh4AaI21FRe4kgTtcvz3i26LpbmpG0Syu104XU72fb29o4L3UrSNddc86rdos40rr32WiUSiXFlQlu3bj0jk+2pU6c0CuHa34WZM6Yl2TDSB8HrG0tGGFT4n5/FhfdU/E7lJN7HhboLNfaQUMQOoUtsV0lGCV5fTxJmUGclCq17oJIkryPP17c0muNL5tv35HCrbUawuo5L3CqK7IUD9cD1wsg9g6lNBp79IJULXSjbNMSbiGjBSO8Q2RJKbOwwUdh4GjShSo6fMpTVleXze0rHfOMSO33hvQ/UJYlCz+TLLEn74Tth2Uv2OyYnU43XbRj5vvvuS5qA3vGOd5ydg9HLoeiJdb0HDx48S0cTCAQCgXMJr1tm+/DDD4/7/0QiofXr15+lo3kZ5eXjbepe2Rv3XAKV/uzp5J6qIyftddmlwBS9sokuWLGPwkra60xCVnfFObYgwzOdf/CgXfpE/UM9O7/aOfaKnewtqZREYku9rz5qL+auqGf2vmyhHWbd8vQRc7wCSoU2LuImDFQuREKv404/21XlNkt+sdsWNZHhgcSCHwKZc0gcMiU27In8iMFOphtRqiIhj3FTGJ3C8Y80schv81I7TUHhYhJLSvz9sq7jSA4z96nG65LZjoyM6De/+c24sSuvvFLTIec2VZjYL3doKDUFXiAQCAQyE69LZvvMM88k+SBfddVVZ+lo/h19feOZYSKRODsH8gpkz5iWlCekHGjnIJshUL6LBD/EUiVpfoGdo6KVNIkoJKkB9k8lSTs7+BzJdOF/AYP87Ju5VIiiBEf6bAZLpSwSM5z3rZtvju9sZ1EI7aekxGbPdRV25IBsHD1Qz9zLKrgenSIBlBv1GBGBytrycvjzmKoRxf/ZbrcwlKQPr7XLwei+kwGJJL3YaYvTJmc4Yb+PdE+uXsSWlNS0g7QN3n2k3zzR3JM01ulE66Yar8vJ9sknnxz3/9OmTdMb3vCGSW9vy5Yt6uzsVFdXl7q6urRmzRpde+21KW9nYqlPaSn7jqaCadOmKSsrtdq6l156KcnCMhAIBAJnB6/Lyfbpp58e9/+LFy9WQUHqZQWn8ZnPfGZcvW5jY2PKk+2pU6f0zDPjLa/XrFkz6WN6JT7+8Y/r4x//eEq/2bVrl2666SY93XpMh2eOL5+4ttZWE26YxStTak929WKwDOxz2s+12avN8gI7v+Kpka2G0RIbBZDyU+IV8/+zyTZpGHIUk2Qiv6/bZuKr5vLzS+pTUlx7Ct6n99t5tXwo5XkKTPo9NfLeoza7unm5/dwRU5I4l11MloVO5qYZtkUs2cvJE4MldfwHVttRCEna0dZjjpN5v/c+XFhiRyLIZIXeOUlq6Ib3FCwxvdadWO4H729tEVeVPNlka2EsZn1wrFN34ZamFq+7nO2pU6f0/PPPjxtbtWrVa9rmxCbxTzzxhE6cYHm9hYceeijJhepsC7YCgUAgcG7gdcdsDx48mJSvTbXpwERcddVV42p2BwYG9JOf/EQf+MAHXtXvR0dHdeutt44bKy8v1xVXXPGajutMwDK1eLbFXn3Tqlji2jpid16dHK1maSX9fCsvfN67ymYMZCLg1bPSdSHLQC+vRMrXyyoS5rinIqXWdBcW2YpgqqP2sLTUZjhkEuEZPjQtTqS0b6+9IKELDPc9BTHha48dMsfJ0EOSduy2zTZuvtKOgpBCW5Lu32W3GLx5nf2sesYdVM9K18sD5Xnv3m1beHo5W3q+KXpAWhBJmjfLflat3Hu+k3efapw7R/IqsXfv3qSx1zrZ3njjjfriF7+o4Vd4bt5666266qqrtGDBgt/5+y9+8Yt64YXxnrsf/OAHNWPG2b+8xfnZmjd7/MNJHySvDACqNrBswXN9auu1Y30r8hPmeL6Trz7am1po0BNupQoyu/BA7jdeeROBXLroYyRJH1ht3xcS1lBo0CuhqiqwxVYkRKJnSOJwMS3Y/vb+5O/DaZDYa+tTtp9yseP1u3a5Xcpyz5N2CVXNAl7IvrGeJykLtCiVeMFMgkFKt0hcluOZphDo3pdm2ff3qNMvmcxnHjqQvGhpO3rulF++7sLI+/ePbwk1bdo0LVzIZtqvBolEQh/5yEfGjfX29upDH/qQGhoa8HeDg4P67Gc/q+9973vjxletWqX3ve99r+mYAoFAIJA5OPvUK0UcPTpeQl9SUpKyUtfCRz7yET388MPauXPnb8eampp000036aabbtJ1112n2tpazZgxQ62trXr00Ud12223qaWlZdx2EomEvvSlL531mt/T6B8aSxJUkE+qh7JCmy31Q5mJJ+KgEGRLn814SdgicUiNCu+d6KfWVdpmEN0g9qLyD0laWmaHfmlbnjUgheBovDif7y+xFfK45n2wDy6lEOiZIKYiSfPB5/m25+xSmktq2NCjA0K5J3rt+zivnI07vBCzhdYuDosOgXEIhdcpciBxGJl+44nAKOXilWqlivZeO6rhRU62HrFFfqsMg5ucLr5WU43X3WTb2jo+XzDRtWmyyM7O1re+9S29//3vH8dmR0ZGdPvtt+v222//ndtIJBL61re+ldQBKBAIBALnN153k+1Exe+8eXbuZDIoKirS7bffrs997nP66U9/mtJvL774Yn3pS19SVRV3lTkbOHnqJY2dGs/yqFjfyxuS/aLHSgi0ml5UZK9CvfIEssErzrejHY832ZaMkpJy26dB+SZPiETsnWwGSewkKen+nUY3mB54HWbycuz7lT9s/2YmGIrsbLFzvBLfRxKUeSzmnr22GIfMObxuMYS3Xb/MHO8b5OhM13GbkR3YbTPumqVc+kOMe2jMvu8PNXCzBepPy88Q58tHQNuxDcqbNlVxOZgX6bLgCfA2VNrM2voNlfOdDbzucraDg+M/cGeK2Z5Gfn6+vvzlL+u2227TNddco+xsDsldcMEFWrt2rb7yla/oBz/4wTk30QYCgUDg3MDrjtn+4he/mJL9rF27VmvXrtXw8LCef/55NTY2qqenR6Ojo8rPz9eCBQu0cuVKFRVxjuhcQFPfgEZ7xqsXV8+085xeD1rqR5lqfk5iZkstutoHePVNhvDPHLVzyV6+K1VLuZGTnLejkqj1sCr3QMdFPXMpbydJC8R9cy1QHp3aJErcKpGuY+txdqIgFkN5u55jfE8Otdsq3myIzuzabZfkSFLrK7Qdr8ScWtvC88QJfrfIxrIMojNt/a9do3IaZFAhsXLeUzATKEJCDNbTHRBLtyJQx53tTDVed5PtVGPmzJm65JJLdMkll5ztQwkEAoHA6xQx2WY45ubOTFq9kj3ewjmpsR6JmwTQ6lPiVS6xKC9n6+X7LJSCqlqS9gLzIVVotqM4p/pUUkl7oBzsE802u6MG4pIfvbBALIbaJEp8f4mNLi3i4+2DZ6L1uB05SUBOWmKlMtXG3nTVYtzWvXk2YxoZsZn1NW/g8sTHD9g50KWgUn5rHXuuk5kK2ZR6lqNUw06RqRbI5UrcJpLU7t73g2C9WycnsZ104XWXsw0EAoFA4PWGYLYZjrn5M5NWteTY460m73ihxRy/EVbZjU7ekEz6Kf/q1XRuOWjn1aip/AzHYpEYLK2+qV2exA5WqTJxifPimxba6k9PkUv53McO95jjZIfpuT4R1kFrOE89Ta5m6+bb6u1PfutJc1ySrrq82hynfOq9T9jOUpKUBe5h1QsS5viuRmZ9N662Kyp2tdi6A1KhS5zHp0qDO16w1d6S9KF1tnse1TjTt0CSugbsYyY3u9ZOzuPT98Ni9Z4eYKoRk22G4+Spl5JeNOrAkT/Kj8P6+QlznEK/9EJISuqvexo0ETZ2sXkECY4ojEslTBJflxH44FtF9KdB3WqWlNqhQVo0SGxZOJnerfQxvqLaDrFOxkYyVUtKbwE0PGr/ZttRu4Rq6VL+4NOibe5cO8TZsNteYHr4o+tqzfHv/oon7i177PB6RZGd1qF7KHGIl0L776i3Pc8lTnm8Z3mFOe5NbKka6XjfIiIFVqh8yFmoTzUijBwIBAKBQJoRzDbDUTgrS8UFr25V6TEMWjFnQ4j1kSZ7tS6l3vmG+rlKbKpB7PmkU65DYWwyonhTLRvIJ7rta/7Pzx42x99czduikhmv8J9A95HC3l6vWQKVfZUWpm46T0Yj1UX2tg50sACODPRXL7av/fYn9uG2To3aYVFisH/wJq7Bb+2zr9eSYo4OEUgIRf2or6jiUjR6h8jG0etcRREwihp5kTGyNrWeu34oJzwbCGYbCAQCgUCaEcw2w7Gr9bh6Zo1vM7Ww0M4FtYF5giStmW+LW6hcZjHkmyTO6VEZApUNSJy/mQ4r5iKH5VOOqu6UnWdtAxN1D5vrbTEMWUJKbI1IbeaIDUrSjAGbJdP++4+lxoQlNiR4Hs5jXzeL6RYP2c/REPR8vLyW8+iP7LHbrZGpxZXXLMdtvXutfR//5Ou/Mce/3MHRmSsusYVILzTbAqk/v5LPkYxh6H308v7t0Apze0ePOe41KCBRFz1H3nHlyr5flvnN8ZHUbCLTiWC2gUAgEAikGcFsMxwrKwpVXz1+xfnTF5vNf7t6bgK345kYWKBcrsRlI2gJCeUBErO4hk6bFXglSdR0varEZgUvtNi5XA8r59uspKmTj4uMJShH1niMt0XG8+Vjdo4sMdNmvB7zoJwt5eG8Z4UMTfqAsTzX4txfMG35/o+2mePL11Tjtv7yX543x29481JzfNsuO2cqSQXQGGRFhX28W5o6cFtkEELXeDIlehVg8ejl9yk3S9EZD5RLtp6VIdBhnA0Esw0EAoFAIM0IZpvhePpIt1qyxtdwblhgqy/3dNr5V4lzK9SGq64kH7dFedZU23BJ0uNgAei1rCN89zmb8f/BKruu0LO3TPVcPKZI7JLyzzMHeA1N95FyahRV8HK2pJ4mFanHbh48aLdEvAier+ZjrIKvmWvfr/oVds6UjCsk6RowyKCmAu9dbT9DkvTVXx00x991od3UoHXAYZBwv7za3FRB98uLQJFOhFTKFOXyYKnzRyC3fzYQzDYQCAQCgTQjmG2GY1EiXzUl4/OElDP1cmepOsB41o/kJFQxJ/W6woum2wyWmCWpNSXpo2BPR/DOkZjqtibbts9rW1aWz+piC+SeJXGe90CvrZZdX247S3lMvKEbWtlB4wZiPRIzWGJX5JQkSfNm2xGC2sqEOd7iqKT3HrWV1VnQ1P7+XVyz+8lNNeb4T16087xXLbIrAyTpngab2b9jKTd2J1BEhSxHu5z878xh+7oQ4/YaZhCDtr5R2XA/zgZiss1wnDz1UpK/LBlBUEmOxB+xE0NsEkGgoniC15+VXlYqP6ko4gmdREo7u+wP61sW2+Ufkv/Rt+B1A6IPT14OiJqcEByJWMh6kkLV3n1fUZYwx2mR54l0Ogft36yeZe+jFkLFkrSj2d5PU5u9OPDCyHt3257C2XDf31jPpiVf39pojl9Wa0+q3sLsT99kT9ypdrSSpDwQbhG81AJZoZKRTCmYc0hs5uJ1MDoXcO5M+4FAIBAIZCiC2WY4RsZOJa0ESWBRm8Wipl6jYFySmvrs8GOd06OUbPvQVMIRW1HIlEp/FhWxQQax4bVZNsPwGDqtsmlVTjaKks8+LHilIRQWPtBrXy9iyXlO31iyX6Tw43wnfUDpABLWeJibb4dFqeFADpSCSdKx/Q3m+MhSO9px51ZuRHDJRXYzAOretBvC9JK0vc0uRyOLVE/URM8wRSJq5/B7SlawB7vt74dnPkPPxKhRXjQA/YXPBoLZBgKBQCCQZgSzzXDkZk9P6hdaP8tmnVSyIUl50OaNWLKXg+zuY/GDvW9+TGk/lNfy8jrUgo3Y89FeNtAnpnpplc0sPeEWmVTMALETGRt4OA45tRc77Xz1hSVsGbiw2I4eECPxnhWykaRz7x/lkiticXVLy81xalAgSSeg9KcZRFWrlvC2RqAkauW8hDleVcDRGQL1DPaiMzs77Hu/GvoSl0HESuJ7T6YlqX4jJDtyMiubIzBTjWC2gUAgEAikGcFsMxzZM6YpZ4JCkuzOmp1WZ8R660tsFuWpcUnJSizGa6xel7D3T8X9XlkMgfKsVBohcauzLlixT1SMv5ptkVE8nbvE956U1WTT6R0vKV/pPMiYROL729Bj7+MXL/C23rHCLn85DOVYnhq5uszOT47As7J5GTe1J8V1fpb9fHlNK7Yetk1AyMiG9BMSaxgol+wZudB7l2rrPYlLFBfNSmb851Lpz7lzJIFAIBAIZCiC2WY4RsZOJa1Eid14OVuy2suDR8jLww2jUtde+xVDvtjDAjBKIFWkxGYbObOgibaTZ6Vt0f7zcpit3LPXrumk2lg6d0lJUY7T8KIaFoj1SHzvqc6W2KvEDJbyr3fd8QRuq6jgTeZ4Majdy502kWur7GO+fqndZu5IH1/fmkI7B9sFTSNKh/h9qJ+Tmh6Dni1JWge5We/eE+iZoGeVnlOJv18Wsz7pGM9MNWKyzXAMjpxMEkFQCLBnmMNALSfsjwUVq3slNrQfmtC9yYPOhYQfXni7a8AO8VJYdjKTWhf0DCYBiyRtqLQ/4HS83oKC4O0/VWCYE7wrPCeuu5+3UwgFueAGtcI2dZCkHAgpNu23nZpmOeFaEjWtrrIXQIePcdesQrj2vfAMe9eL0Ho8NTMTicWPJP7zStSo7IsMW+ZlcdkVLQzP5DOcDkQYORAIBAKBNOPcXgoEXjOOj4wmdXQpkh0GIgGLxKtWCudRGFWSDh23C9kpBOaVJxBTpdX36CleX1IXH2Kjnn9ryXQ71Ee9cZu7Ocy4vaPHHL+h3i5ZefQgm1qQ6IZsL4ndrCxnRkSmFtR7+NkWW6AkSdcts4U9TzXZJhwnTvA9GYIOMO9820pz/BAIvSQWzS0vZWMHQvVsOwrkGU4QyCDkQKf9ztWUcARq4TQ4LkgDeeJDul7oswzvnMQhcSvKdS6FkYPZBgKBQCCQZgSzzXAsSMzS4gkCEMrfeHgOCtwpn0iG9xKXIZB129IyFtBQ8TuW/ji2iF3Q05Xgdash8RSZanhddNbOs4Uq1DihPI8jFGS/uL3NZpe0LWKvUursyjvept4ec7wAjE7qFtvPo4f7Hztkjn/oxnr8zRP77etFZTxvrmZTC+olTNGGmlJmo/RM0Pvg3UdqWHKk3/7N5dV87f/5mcPm+LtXzDfHvTIiiigdMr4fLcfsCMjZQDDbQCAQCATSjGC2GY7egdGk/AetWL3VZGWBzT5IeUpWbxL3ZyWrPcr3SGzluAjGiT1LqZcheDaSdC33dNp5wHmO6T3lpaks5sIiu8evxEplyhuSCv3icu6p+tABW0E8G3rQNvWyUpdAZht1FZxLrp5j59ETCfvZJvMGidvf/XKXbSqhZbgp1EOQot9jo6WF9nNExv6TMaKgZ/V56PErSVcvspn9zhb7N8TqJe7JvNxQVuf1pJ5DTxeC2QYCgUAgkGYEs81wjJ16Kan1VN5Me9U45qgJyZaR8nDWKvPfj8lmDDWF9irUM9sg9kFs1Mv/tgPDGgMFs5f7ptU3XUePca8rtVkURQ88xk37IVZfkmJzBolV5VST3TPI515dZO+/4Yh97u+4xM4BStKWPbaVIzUJ8IwVWvtsRri+xr5XlHeXuF6aFP3etae/UTTLA6mh6+fZ99djtnRc1DzeA9UZW+9D5GwDgUAgEDiPEMz2PASt2HOyUrdho9pcz8qQmFfnMDDLfq6VozpQUgpvdUzvSVlNtYDUkk/yc2EWPDcqYgyUZ/XaCFJLM3bissf/6dmjuI9LquwIBeUmr6i22w5K0o932u5O//nNtlPUtx+zVa8eDrXZ7MfTClxUkVousMFp+O61K7RA9cqStKvdbh5P5v3NkJOXuGpgGzRu8FgqWSzuB+ZZmc8KdYp0Wa3/Zh9Pvd1kuhCTbYZj9NSppHAQhWG8CZIsFsmgosIp59CAPamSIMQLse6D/qH5WfajTX6vEvdIJdMFCnt7mDE99b6i3eCRSyIlT9hDAim6xvQBfd8q21BD4hD6Nigv+tsfbcNtVVTYYi/qG3uosQe3lUjYk9SsWfYis2/QKz+xFzQ5M6BDVG7qYVyaiGrn8HNHi8zGXvt6Uchf4u8BCRnLp/MigECTKlm3SlyiZ6VopjspqKlGhJEDgUAgEEgzgtlmOEZPnUoqaE+VxUgcAlxebIfAJoqyXgkqJ6HQK62kJS4poBCg14iAmESqYT6JmSqV/lCYT5LqiqhnsM2WPAFNG9jgUXiZtuVZCZIQihoBfOX9a3BbX9/aaI7XA+P17m+qTQKeesEOYXv7J0EXlT1JbADzaKOdPqCojcTmFcVQSkORqZd/Y5/LirKEOX7rE024rY+uW4B/s0AiLImfScvgZnCEGfJUI5htIBAIBAJpRjDbDEfJrJlJrIVWhl7rroXFdj71vn12P8zLKti6jXJ6xIZpJS2xGIi2VeEILwiHId/llRERW1kz386z7nVM73OAwZKoyS0NofZow/Y9IXFYiyP4ISZOIjDP2nMhGPs/vd8WuhXP5ujMd36+xxzfdKnNui5fyXlpMtVohdzsUG7qTQU21881x8lyU/KvpQVLVHQa9Hwd7bUjU+9Yah+vJBWDqUZbr328XiMCaqVnWZ5GzjYQCAQCgfMIwWwzHCdPvaSTE4rjKd9GjFNiW7W3LJ5njrfDilXyTCrO3NqPiviJkUjMCJdDO7ktB21bQkmqS9jsjq4j5UwlZu+eepxA6s8Xu+2SESovqipgM3wCNTt44nDqxgPLFtqM7MQQ5/f/aPOF5viPH7NzjR0dnM9cf7FtnvHrPbZd4yc3cVN70iSQoYjXvpKsUImlesYddClJv+Ex7hda7OcrMdO2ex2bxueYisXjCLRVPBsIZhsIBAKBQJoRzDbDMX3aBUm5DDKi8MwQ6vLt3BmpbqkuV0q9EX3eSX5MiY0SS/fq92j/xIY9S0qy4CODdc/0gFgk5V+9NoLEbNeDoQdd34nRkleCzoXu+w11nN8/0Guzy2/+Yp85fnD3EdyW3rnWHM6CnPg1l1fjpubm24ysqw9ykFArLbHqdzKRC2rVSHn/hk6OKqRqpUg13BLXim9vsxlvVSHvm6oDrHy1975PNWKyzXDsO9avExM8Q+mj55W40Es5AuGpvhGnXGdxmTlOYgnP8IFCVy922qGmyRhR0Idq62Ho8CJp00JbLELlOhXQA1aS8nPs3/yvXx0wx+vn8rZmZtnnT0YYnosSIT/LnojqSux9b2nswG3tbrefiZISewFSfc1y3NaWJ213qbw8+xnadagbt7V6sV1y9rE3VpvjXrkOvY/0rFA/V0maD925yMPccy6j945Ec55rGonmCF6agjqN/e/Hk8vE+prZMW6qEWHkQCAQCATSjGC2GY5FhXlaNKG/KYV4vTBQARTl0yrXY0S3bbdDfWRQsRLMCCSpsdMuyyFQX0+Jj3lbs81whhzxBZVR5cE17jIK8k+jsctmJeQpTExJYsZPzIM8kK+v59AvGSgQey7J5ZDhO5baDCcBbN9j9V9ptcPbe3fYxhnL1izCbREe2G+LwKiXrsQh0+egq1MhvHMSG4pQSNgP/drPZOk0e1v07yVp+Rz7HaZ0S6kTRqa0zh+urUwaO1jYr2dwS1OLYLaBQCAQCKQZwWwzHIWzslw292pBFovZQzbDIHYjSRsrucuLhcfAwEBie7pyaITwPJQNSJxXozIeb/W9uw1sGXvt9S2J1iTOS1M5x3wn/5votbdFpgPEYMnwXuIIAeUavQ4vj7fYUQWyRfzOo9z1p2aBza5uuHSDOX43WEVKzKzpN601/Mw/A2Vq1FmoppDzmc+02oKjN1fbUSOyD5V8C1ELJP6TODpDpUpHj3E3Iirrs7qJ5Wan3gAiXQhmGwgEAoFAmhHMNsMxOHJSJ4bGy98pZ0sqP0nKnm6vEKndl2cbRyU2o6dSZ31kHVcLNn9q51IHMhEgeOpLynFTTs1rI0jbouvolRGRUngyrJNAzQBaQW3uRUEqQV377d/YDLa6jNXmtXNtNv69++wyorlzmUH++GFbCZ4NTOrAYY6o/OMtdklSO7SipAoASVozz26QQO92cT5f+1R7Mk+m+Uiq75zE3y/LmKWlw2b6ZwPBbAOBQCAQSDOC2WY4Dvb0a3iCApVqTb0C92Wl9oq59bjNVigXIzGLIiOKHW09uC1qoP7oQbt206slJhtJMnYgJaXEbDxrwD5Hj2FQvSXVQXrXntTI2Y6C2UIii4+XjoueIY9BUW74M1fXmePUoF6ShkZthfgomLlUOY0mrlhu14p/4wdPm+PvfNtK3Nbn7t9rjl9Waz/bS4qdmmzQHZBBBtl0SmzVSc3b6f5K0rzZ9jNJ3w+qcpC4CYbVVGH28dTqe9OJYLaBQCAQCKQZwWwzHPNm5Sa5saRqOi+xDRytQKkRuySNnLSZxDpQKXv2g1S7SQ40pLqV2MGqBSz4KJcqMZOgfOb/eZZtBq+ttZWkxDA8tyK6xrc9Z9fTvvMibjNHqCqx2eiTTbay2FO9ksL1Jy/ajd2XljKr/84D+83xNSvsZhojjtXfIzvt/VfV2oz3seeacVt/8+4V5vj3t9n3hPKyEtsfloG95IVFvC0CRRvoXZT4e1BfkjrzPA66Byti1jcJy8t0ISbbDMfc2TNdK8BXgrvxsBcuCS+OHGHp/gbw4SV4YVEqyqdz2e8IpAj0wfcWAVSuQyHWD1ycXJD/2/3Ab0gg5QnK6D6+Z3mFOU4f0FT7pko8qTaDeEbiBc2llXYqhD7EkvShN9smFRRe7hnkbf3ynufN8fk19uKEQtWS9D/ubTDHr7vY3tZ/vWMnbovOkRbSXg9rAr3zz7ZwCJ8WeVTiQwtJSdqwwF58WukI75s21YgwciAQCAQCaUYw2wxH78Bokr0Z2aotKuIwMomnqBfnUsd4fAYwnG6wLPQ6d3g9eC14wgtikBT6Lc5nY4eufvtcsCwGhCISn+NF5akLjugcCTvBMtASo5xGJ9jpUYRgdWUCt9UEdpxkL+md355jtrDmjqfscG3xbC5LWX3ZYnOcOgh5aGy0GeHPgA1fcpEdqpakVdCJigRK9JxKUuuA/UxSiQ8ZyUj8bhOD9UrO6B2yxHHtjgBsqhHMNhAIBAKBNCOYbYajPJGjhRMEK7T69/pnLi+3V8ztICqignxJ2g7lGZRX8tgoWQPS6pfa5Xn7odV/cT5vKw+2RQIt5irMVMcg/0rjEudsySiA+tx6SCg1S0gSpkmcc6PoiAdqePDeN8w3x3+5i1soEoMlU42+Qafl5I315ngi197H+nK2fqT7SJEpansocdtHsgmlNn4SWyxSuRCVu0nciCBnRvIz4TXlmGqcO0cSCAQCgUCGIphthqP9+LDyu8czh8m0xSMVLa1AvfzvIvHfLBBLlHiVTTmisWnM+u54ocUc31xvl4Z47cnob9RKzytJIqZKUQWPFZD6lMqFKAoyGWZJ5+49d9TsYaIF6WkcOs7sirD1gJ2X9thofq6tyH3hoF3etGAeaxgOH7OZ2oM77eMq3eS0iQSF+mTUyL0pPl/Fs/i4KKJCURunzwWayVxVU5o0tm+0S9/jTU0pgtkGAoFAIJBmBLPNcIyMndLwBFUjrWa9mrQhUEZSOzdPFeoxGQvEXiVeGVNbQWJEknRjXfLK2AOZNEispqRctseSifXSPfHOkZhiqszDSI/9TtB99CIXtH+KzhTnpG5snw35xJvXsaEH5XNnAbvrOs4aBsLaWjtfvreL65I3Vdn53C3wrNK/l/jdptzswjkOHQVQbe7Gorn4GzLusNptHnEafEw1gtkGAoFAIJBmBLM9D9HUZ6/2PJN+VpLaK3YvB0nMayID/3fwY+qpi819O4ybbAap1pPaC3ooL7DrHYmlStJQr/23YmhP1tbPq/nEqJ1rLC20j6tn2D73Yi9fDflculces20Gh6HhUTtv57Wfe2C/zaIWzLGv46FuZqNLy+0c7G749x6zpUgPuWQ1wTsncU022W56ynU6riWl9rl79d0UuaFvjretK6psxm8psVOtw08nYrLNcORmT1dezvjbXCP7JfYnSHuSot94ZURk99Zrf9fdjjg02Y+B/7IHOmayZawpZaEXWiyO2h8d73pRSLyxy55UPaEKTXi0CFk53/4Y0gJE4hAzmV1QmZbEYW/eNy8C3lRtPxNk8fhUE1t7XlJlv0MHOuzr8tSje3BbV16z3Bx/8oi9/5wZfI60cKHOWdTfWGITEtqHl+7Jy7H38+DBVnOc+hhLXC5kLRgvOJZ6aDtdOHem/UAgEAgEMhTBbDMcJ0+95IaKXgkqzZCkHGAfFP4k9iqx+TiFRT1LuVSZdXEBr3TJXIGEH16oi0DH5V0vEi9RmUeJE1qnKAGdC41XFDHzQJYOuh6vjIjKm4jtU3cqSVpRljDHD4KIZuMiPq7GHpulN7XZlpB/8N71uK1dYNe4o8ke73CiCkNj9rMyr8B+vnKy+N0qnWW/j5MpOaNSvJuW2YYiXsMQihpZ45N5R9OFYLaBQCAQCKQZwWwzHPk5M5JY04lhe/XviXT6h20WVQbCGo+NUn9YYnATc86vBOUOWXTDuVFiWLSSngx7p3IKOndvPwuVOuMm1klMkco8rDKL01haZgtoyAzfE60RdgODvKehi48Let0+tt82jygq4Hzxv977ojm+ZKltgNLoMLVU7SKzHYOMj16ywBynVonetSemSlGuxmPMuCk6RNEkz6KVvh8LDCeM6dFiLxAIBAKB8wfBbDMcHceHlTeBZRHrIxs0idu5UT7YY8lkfp6q4b7E55KXY6/K252yCWKQM6bb26I8lMQrcyp7cpuxQ0/uyZisLyy2FdRUdlWWnzobpWvsqY4JlIN96KB9Ud5UbT+nEptBdAFT8rDp8poztq2eQfvab16ZmsmKxBElUml7ZVc9g/a25ufY0Zn5hZzHp+MitbkXnSGVtKWGPunYUU41gtkGAoFAIJBmBLPNcBTlZyetHmnVSCxG4pUx5Vw8u0ZSHeflpL4KZQadehNvqgMtgeP1lK/EbIk9e0wRGTfcE8rPefuhbVF+buwUr9Px3gNZ8Wpj6Rpft9g2NvDY/rcfO2yOX7PMZpCHoEGAJD31Yps5XgqRg3aoiZak27bY+eff31Rtjl9WkcBtPXrEtmUkIwiKAL38t9T0Ba+26uGVIE2Ax5LpfbAiTecSs43JNsPxsjfy+I8vCYE8f95tUIZAYhjP2SnVD37rcQ7NkeCIQryugQKUOhC8EJx3LS14x0UfMVo0ecdFHyqvp6wFr1wnkcumGqmCjBJIoOUJtwqgU8+WPbao6pjz3N2yaaE5fu9OW9R0yYXcsdjqwypJrX32/fVckWgiHhyzF6VeWoVMW8hbvaufBVIULi4+Sb7fnh+6fcxW/91exxBnqhFh5EAgEAgE0oxgthmOkbFTSaFWYp1He7mbyOrKhDk+Gek+rVqJwS2bz6KXo932/onBeSVJuA8o46HwssThbQqxetui60IM1itJorBwqv1p2cc6dXjH23jMvr9dQza7IaMPSXr3xXZZDnkNP34AlGmSnm6yQ7+7dreb43v3c0nS2964yByvLrJZ2bY2Pq51ZXPMcfJDL8/jcC1ZoVLo2bPWpEgTpQm8zmBkn2pFk6L0JxAIBAKB8wjBbDMc2TOmJTFZYko1JWysn6oto7cyfbHTNhFYX1Vijh9oY3EJ7Z/GKd8kMRunvLDHBskWcU+rzYgmYytHOe7GrtRLkuhciMWUOSyGogf03HnRhsRM+z6SgIasFyU2vEjAOR6GeyVJA3C/brpqsTneBeK73/U3CxsXcneu7iH7WtYU2uV21F/ZQ04WCykJ9N6RYY0X7ehus8/RitrMnEzj5TTh3DmSQCAQCAQyFMFsMxzTp12QxIC2NdvlAesqinA7xLyoB6yncqQelpQH9Fa5BMqzeiDWSerasVPMRumYiSV714tYMuW7vHMn4xLqUUr9ZE/M5Jwt5YVJcU3mCS/D/g2VaVG/YEm6oc4uf3mm9bg5ftEifh8ocvM45GyJCUvS5SvtXrPEYPd1s+qX1MhWr1dJWldl53glJ0JBLHUSKnh6JryoEd3jfsMwZmDkzGkLXiuC2QYCgUAgkGYEs81wZM+YlmQofuOF9kraWhmeRqqmFpQ7kqTWAfs31BR6MqAGCZ6NJK2mqdaTDNG9v5Gq2wPWHAJZIsN/DxRVIFbtq7rhszKJbmceW7LgNTAnkF0ima9I0tOgLiYGm+XUUW/fZ9fmNjTb2oYvvPUi3BZFLlpO2BGKkSa+XsvLbWZNUS4v90zvI7Z2HOWHhRT91vvbT+0ezwKC2QYCgUAgkGYEs81wDI6cfNUtzLx/t6fTzmfOm2WvWD03piP99iqbcpBe/oZW055dJIH2Qwre0pN8jqSyxGbskMuVOG9K0QbvPtJvqJ3a4V47P0jNJDwUQxu/tiaOEND+KW/nPSuUm6U8a10lq357IaIzChGCmgW8rewZ9rVfU2VHenZ22IxXki4ssn9DNpZefXeqrQ+9a9/cbT/DlP/1anYpX24p53OzU7dtTRdiss1w5GZPTwrF0UvkhVgr8+3JgARSVBAvSbVz7A/1ZHxS6QWnsKhX+iPQYU2Hrj80QUmpL04oXCvxREwTt2c6SdeFxrPhI+2FkUkM0wi9h6m8R5JKIfzYCF7D3uSxv8Pe/xwIu6+t4r6xhBcO2uLDruP8Ply93PZmfqbJXhzUzLXfOUkqyLavJb1zni/1lsYOc3ztPFtU5XUNo3eYhG7exE3vg/UMn0veyBFGDgQCgUAgzQhmm+HoHxpLYkDEPDxjBZLoP3/UDml53VdIwIO9Ux2RAxmsE8PxVvIU+iUzhsJZfI61spkEmUR4YW/qskLNDjxRUXtvauVVFAnwmDidi2d0QqAoDJVjbT1si40k6fqldulPVYFt5kIddDzsuPdX5nh2hW3JKEk3rrZtJK+qtxnk7Owz99luPOaVEaXWKWghRLkkFl+SRezedjYU2d1t/+3tSyuSxrLD1CIQCAQCgfMHwWwzHKWzZ2p+0XjGSEzNE+lQSQU1NfDYKAmhTvTbv/FMLQqnpWZ4MRlbRMrNpiogkdi8gtqZScwUqfWg166vpszez6/224ywvsTOW3o5W4oekOiFcvWSNGPI3hZFNCocY/1+KCchBkst7jz80Z+8xxzvc96HXS395vjNK2zGW5TDUYVReE/b+u1nxbNopeYBFFHpmcS7tXCOzYa95+vqRXaO2xISdji58qlGMNtAIBAIBNKMYLYZjp6BUXVNWKFOpiyG2CXl7jw2SmUAtConJu79jVbfpG6VmL1PxiiB9k+sj6wiJc5PUjs5T8lJimBisMSSvbww2TUSKFcv8bWfX2AzWI8l18yy8+h37bBVt0/vbMVtJRKpGYd4do0rlsw1x6lU6boa+99LUt5M+1mhEqqtjZzj3gQMkkDPvMSVDmTY4mkCGjrtSMDSsuRn+Hg0jw8EAoFA4PxBMNsMx5lSIxNbOtBuMwkvb1gE5gYnQLGYKlOSOC88GUs5sqT01JdUZ0zXPu8Uv4qptkT0csmkCKZzOdptn/tk7gnd3yeaubF69Wz7HEkr4OFAr82I9h/pMcepqbvERiO0rctXJStlT2ME8s9vrrZbTm7vsPchSUNj9v3dVGWzYbJklKQf7Thqjl9bazNeqtWWWPdAbNirYbcY7Mv7Tz73EbgeZwMx2WY4LG9kAolOPJCoypvUaOKeMd1+MUgIJEkLi+2PMb3Ew1n88qUqnkLPYrFAjMqLqARCYkOAe/baYU4SkEiO1zGIYbiDT+qTHS006gdTN4+g69s/yguNJ4/Yk20CFll7mu0wriSVzLbFXtdcbE+q9zx5BLd1w6WV5nhTH4fECRsq7XIdWoB5i6abltke6vT+nhjmMDKZvCwstBd59O8l6dIquxuTJegajK4/gUAgEAicPwhmm+HIzZ6eVIRO5Se1pex3S8yHGKQnkCKrPQIJhLxt0W+oBEJi20A6F/JMlpj50ba860XiEgoNeiF8CiPTb+hZ8cxBqHcqlXl4Fot07nQexU5ZTM4M+5gLcu1rT57FkrRtV5s53gAsudAR5j11wC49qp9rRzQ8UwsSP9L7sKud2fua+bapBkWAPCEh2b3S8RLj9fZviR97QyAVCAQCgcD5g2C2GY7egdGkXAaxGI+tsKmF/QiRxaAkzYc8L5VteKyPclHUYWb/MTtvJ0nFs+zfkNhqfztvi0Crcu8c6TfErL1r77FeC9RogiIdkiRgtpSv/s62JtwUlblQmRiVQ0lSdRGYakCDAhI7SVL1goQ5/put+8zxFWsW4rYqiqCZR799HaucjjgEek9WOgKpfLBlpDwvWbdK0pJSMkdJTUjoIUwtAoFAIBA4zxHMNsNxsPeEhrrH52XWVdhqPq8tHpVakFG9Z3pAq2wqZfFyQaSupdU3KRk9UOnNZMpPKAe5p4nVl5Tvomt/sJtz4tSHllgnwbsnpJ5uAkMNKnGROKrww+fsnGmOYzxP5Tpk+E+5XEk6BEb5f3DzGnN8XoGzrWP2e9fQYR/vFVW24liSHmmyy6joN54BCtkvJoB1Uk5e8tTQZPfKKmIqMbIsT0e72b5zqhHMNhAIBAKBNCOYbYZjRVmhFk+ovcO2aZDnlDhHVwb5I69mlWroqMG1l78ZhrpKMmPwzpFqN6me1iviJ+MOui5e7ox+Qzn2dVU2U5NY/UmMmxgGGYBI/KxQ/pdMQyS+9wnIJ5KCV+JmAF/92V5znGwUJVYqk+I5J4v1EG+ute9XNrBOYvuStBjyv1RD70UoSPFN99c7rlTfIVK0SxwBs5oXTKbxSLoQzDYQCAQCgTQjmG2Go/X4kLImNIimlSE1CJCYYZBdo6dsplpIdH1yGCQxMmJwPYOsosWG89QScJhVvwRqM+fV7BKoBZpXO0k5a7r3dN89Nkp5QPqN1xiDlNWUky/OSV2pe+1lVfY+gKVK0u4WOzrzXJOtyE3Uc561c9DO2VI9bUM3s7WqAvvd3tllH5dXW084CrlvqjLwQFE2yvt7+881og3nkoNUTLYZjsKcrKSSFvoYeiIZeinoY0yT4Msbs4epLMUTIpGVo/Xi/S7QAoGui9ezl8JXFJprF4vTLpo/O6V9TEYERt2QHm+yu8JcXM6h6seP2CKdC4vs8/BA4cRNcI5PNPfgtrJAPPWzXx80x295y2Lc1voaPn8LPYP8rFApTzn05vWebXofN+VzSJxAzyqVV5EBisRCxrFT9j3xOn3RwrRrIHnx2T+SeoezdCHCyIFAIBAIpBnBbDMchbOyVPz/tnfmgVGVZ9u/yEYCCRmSkJCEBEhkkUWCIKJAcal1KQp1bau2CnXXarUtr1trXV61tX7u2tqqULVVFGsXV1ZBRUAEBNmXQHaykpBlsvD9geRlZu7rJmfIJJPJ/fuLecKcc+bMc+Z57u26vdyjVAhCkTaTkg8AoJQUpbMGAQC3VJl7SJPzY39jSVisbyvALViWEKKJ8TNZSCYJqfXZdWrxay58Vt7FXPWjU1z0WAxmwbIkHc2VuXKPLGUYGynfL5YgpP2tqEIuSVq2hfd6rSQu8ZOOTxHHtdKf2Ej5b6+uKxTHzzzOxY9VKx8rNU6+X1pSE5t3TmVNAeceKKWCy5F8amMfZ32HA4lZtoZhGIYRYMyyDXHKa9wo8dqFs7IUrWUciw+ypAgtqYn2dCWxGJagBPDYDrNgtTirUytdKytgu39mPXt/R0fCxBiYJ0K7LlbqkZYgf4/sfmnnYBYsE8PXLPFYIgfK5BpZuQwAvLRyrzg+/QS5JeGrX8j9XAHelm/VJllsg1m8APBuxT5xnPW5LRFik4fJTJHnKs0VUOKs7HlkJVxaohuzYJll7U+JnuRpitJM5A4meK7EMAzDMEIUs2xDHFGuMVrO5Kxq5NYKaxLvT7stlq3KyjaSe/GYLYubspjpCelcPIJZ9szqZBYcAPQnsaJtpXLzguEpzhuosxi31pKQym4SDwEtoVJEB1Ji5c/OcgVqGnjsm1m2rLE6i38CPIP4peWyxauRSJrHs6YCB+r5/cruJ7+HyVhqzSR4pYF8j/0RfdBkXRk7q+R5z3ICtGoGlj8iyTWaZWsYhmEY3QizbEOcCRkJGHqcZ7yI7Wa1mItT0QXvDOgjmdRL3rGzuJIWZ2Uw4Y4tRVzwn2XFalnHDBabZY0A2Gc/dH55T8wysbUmEKylGbvHLJarXS8TnIiOlC1uLW64PE/ORj47W46z7q2SM4sBYM0eWeyjlLR2nDpuAD0Wi832Im0aa5U46+U5aeI4s961GudcklmdAtnbUFjNcwXYXGW/E1o9/MRM+ZnnLSf5sViM3+QaDcMwDKObY5ZtiNPcctAnHseygbVYEJMGdCq4r53/QLMcp9Fio+z8LHal1XSya2bxLg12rPwqInWnyNPxRgTyZ9Syt6n1QUKdy3fJmbJZ8fw+sgxT9jm0eXfp6HRxPLdMtvp2VvH2gtV18vl/+t1scVxr0s4sWxbLHZTC71cNaabBlJpYzSoAlNfLXgKWHZ8zwEWPxWC5Ddr3yOL1DC1DnSF5dGKinD+7gcIW2xAnPKyHz48vE2nYVCrrpwLA5MGy3BtLZNBKf5inj7kf06P5QsQWHNaNSEvuYElCvXvK59hUKrs4ASCBJHsx9zbbzAB88VpbXCG/QV4HAADrCuWbP2GAvBgs3F4pjq+P5YuaK0b+WWGiEhtK5OQZAPj+ENldvKVCDgecnc1LbLLi5XvPktO07+SFy+W+tWw+as8DEzTRkgwZLNzDNKY1WUS2QDodB/jiyTbLrPcxwDfrGwp9f7/ySEJiZ2BuZMMwDMMIMGbZhjgbi/ajspenBcZ6p2qJFzuI9RFJdvJMdADgTQ16E2tQszDYLndroXy9mqScU4Yk8HIdZkmwZCB/yjmYm3FzCXczOrVgh5D+sJMH8GYHbxEXa0qs7MZVpQyJpZbTzyWOa8IsLOGH9ezVEuO+KJDL18b1l58hlmgGcPc6E1kZSRpTAHyusMQ4DS3Rrj3+v0ZeDe9Axjw9gxN8PRctpc47EQUKs2wNwzAMI8CYZRviDE+Ow5B0z902k//TrCsmlMDiSnvKeUyPFbIzC0MT6WewwncNlljERC00yycxVrbWWGJPRDNPCCmsluNXzIoCSCwXwB5iWWf0lb0KS7fIFhwrowG4AMoXe2Vvw3cGcUuNfY/MitLinExXgkkDaj17T06T+9Oy2Kx2LAZ75ljOBcC9Rv7EktmxmCXuTyMTVnLGvG8ALzuTkg/3+WHRBwqzbA3DMAwjwJhlG+I0txz02e0nk0zd9UI232EGxDqLfbAidoDHj1icc00+zyhMjJZ306xBAtvhA85lGbOI6DsAfLJDbs/G5Ac1icW4KPk928rljNyiaueF/K4Y2UqvIGUm+Yo4yKnZg8XxaCKdlxnH7yPztjALVhNTYfOOZdRrQi4870D+HjXBB2bdMYEKjYF95Yxv5gnQYrnMgmSlSv7IOLL4K/NyATzvQpIJPUBERjoDs2wNwzAMI8CYZRvi1LmbfXaJTNJuZDKPnWlZnhJaLIjJvTHBCc2C3Fksx0BZ1u+GMm69sxhoDEiz+3Ieh3Pa4k8TzogmjdKZNcyylAEeN/33yjxx/JJTM8XxyjpeU/nlHtnqve4k+Vha5jqL/TNrWGtVyGLszKOiCbOwY7GabK1ulHmamJWqXZfTGDf77Np1JTbL804T22CNOcpq5HlU1sjj0qzJCGuAESzYYhviREWE+YhFjCLJB9oPFSs+p64mpcCduXhZ4oe2cDMNYuZ+HAWeeMFckKxYX+tM0jtadnXlV8k/lJpKVuEBOaGNLao9w7nDipXZsH6rL763VRwfPVwWOQGAmRMyxHHmfmTqRgCw3y2/p7xenisZ8fICBfANDSst0xLznCoiabDQRnSk7GJlLmyAz3v2GbXuTexvrHOWttgy1y/bHGgLJ0tokzay1vXHMAzDMLoRZtl2Q1iJS2YStwqcds/QusKwXTYr/NfKJpyWgDCLCADiG5xpRmulUsw957TXK8BLpd7+plAc31vBE1WmHy9bpK8WFIjj40b1F8ezSA9WACgglngfkujlVtzeTktstPvILFvmVfDH08POr7nKGcxzwsQuAO41YiIRAxVPAEvqYl6rauKFAID1+XL4hsmXaglSVFZV8HIFkzayWbaGYRiGEWDMsg1xoiLCfJI52M6woJxLpLGdcf9esqVWVMutgu9ky2VBNWQ3q0ksMuuDxXLHZ3JJSla6UN/orOsO4FwWMiKc//+viyvF8YnpLvIO+f8DwKJdsuAFE6JY9rVsPc8YzWO2W8uIaIqLyU5yS81NLEI277KSeTJdPhFzYYl5WkyeWV7MozIwkV8Xs9KZN0krSWIeJZb8qCaB9XIW/2VymBrsPmqdq5zkUJT7IW4TKMyyNQzDMIwAY5ZtN4TtpDX5QSafxqw7Lf7LLEh/er2y2BkT6Mhu5rtvtmNmsVnWxg/gpR4sw7VGicOx3rGbyrlkIqO+SbZ8ckmjiRGD5YYDrIUgAHyxQ47/Tj1d7hu7ez+X9mQWLCtL0WBzlXl6tLwDZnmxLPQ1+VxCk8VN2TOkleGxNpVbiAgJi/EC3Opl16WJWrDfHPY8MElZgHthpO8x3I++uIHCLFvDMAzDCDBm2YY4e8prcbCES+sdiVbbxkQimIWxhmQfAjxmyyzFSiWuxKwVZhFpsSAtu1iCxQABLkPH5PG0uuQvCirFcSYscWqGix6LZR3v3iufI21Mmji+ZHe5OA4Aw9Lk+CDLVh3i4q0KWdNxZnU2KGIILBuZxVn9aRnHLEs2HzWYBavFWZvIZ4yJcJ6V6zQbuaOaGjAPlCTWwwQwOgOzbA3DMAwjwJhlG+L07xPtI/vGdpla9iWzMNjuN7svj406FSzX6gqZDByL6/gTC2I7ac3yYRb0wu1yY/VR/biy1WmZcq1pSa18X74p5Y0bTs2Wz8OsetY8njUuAIDd5fJ1sczi5XncSs5J4RKiElqT9m8K5Rg3U7DSMsqZRcay4LW5wixrf1SqWHYvi7NqHhUWy2aCXyx/AuAeKPY89lZyAphSlaSM13O/8wzpQGGLbYhTVdvoI4nGFk72QwEAET2JW5SUAajiAuSHh/24ae5d5k6sIiVB7SkuoG9O5GvOSZFLjzT39sK8EnH8vKGy4MS7m/bRY5VVy/elP9Hh3U0EMnJiNDEE+bOX1snHOjnNRY/FpCpZyIMtEICeaCehuWvZs7JL6ePMSO5FNIj7youXtkCya/anvzOTRdTmPYNtKNgmgG2MAC6EIT1DliBlGIZhGN0Is2xDnKaWgz7WXESY7AJkFi/AkzX8SS5hiSpaggWDXTNzJ2q78twy2Sqh3XWUY8X3kj8jc/NprvIBcfJnYeIC15NGAADvgVtSKx8rK162Ij4jCVUAUN8kW5eVdfJnH5XIXeisu88XBWXiOOvcBPCQx+oC2Y3NvBAA/75YI4T0BJ4gtTFftuJYuQ4LnQDc6mWfXXseduXJz0MC6dmrSaGy+8JkTScMkkvOAJ6YKHmTmpWmDR2NWbaGYRiGEWDMsg1xkvv09Clc13pYMpbukeOAZw5OFse1OCuLZ+4slXfyLEYD8M/CYsksngjwAn8WFz7QwO8jf49seWjiAulwZtlu2MfLrlJ7y8daX8RijfI4s14BYEuBbKnFxcgx+VeJJCQAzCCt/Ib1lcuFNAlNFs+dNFAuRdNitsP6y+dnVhfruww495zkVvDeuCwu7U+JzZCecnIRy62IKOWeMfZZmJdLK/dj1yzde6cNVAKJWbaGYRiGEWDMsg1xXL0ikeTVFP0bEiNizb0BYGqmbGEwC5bFiAAuZZjYS96xapY4E4+o3C9bfenR3IJk1ij7jFpcmklPssbbWkNwqSk2wD/7ukJu+QwaJnsJmBAGi81+uUOOmQJAaoIcn3OTVnaXjZQb1wNcyvH4BGclQQAXOEhskeedNodX75HlF1l504BYPu9YJnpEuDy/2PcO8Fiy1giBsWJPqTg+ebD8W5CVws/Bcj6YByoinFcNbC2Rny2phMtitoZhGIbRjTDLNsT5+9p8JJZ77qqvnTDQ8XFY7IONHwjTMnXlmA/LjNR28quJIALbfbOdNMDjSomxzjIpAfgIiRyGxfQ00XsWo2KZp2cM5lm0H+6QrZX8SmeydpOGyXFOABiUQGQ3STbyOiXGHE+8B5UN8rxzE6EPAEiNk7N4mQWrZedLAgoAb/moCWSwGGzPcNkWYjFegMf+mXiE1jDknOGp4jiLpxYr955Z3CyzWmu2wJ6tbYKYS4WSId3R2GIb4pw7NBnHDUv3GNOK4hmsIxB7KLREJFZgz3rgJjbwH5fRKS5xnG0CtB+9hkb5mp0qXgE8EYotnOl9+XWtJzrTsZHy47umiAsCsO+FdavJSSNiF0QlCgBW7ZEVrE7KlBNuNpfwhX76MHlRY2IXQxK4znIhEfRgC6c2h1kohG8k+eLBEgDZBkybw2zDyjYOy3dxAZTxA+TyG9ZPt6SK/66wTYCLfJb8cj4nmKDI4ATf+9hS6kzIJJCYG9kwDMMwAoxZtiFOeY3bp2MP2xlrCT9M8IGhJSKx87MOQqzEBeDlHExsQ5PzY4kqzMLRJPDYZ2QuQ1ctt1aYdu/afZXi+Khkrge7gfStZf1sV22StZwzSOkLAFw6VpaRbGiWv5PhyVykYUuFXA42qI9sDWqu/bgoeX6zuVJVy0MhTAeYhQm00i4WCpmY6bwkiVmwbD6O7cVDDk5DR5rF7Z2keRjmXta8CuwZln6/YqKcdzsKFGbZGoZhGEaAMcs2xEmIjfKxGNnOlPWT1WDxG233XUakAZm4vLZjZmwkltrIZF4ywq6ZJWipnVzI7puV/mi9cZm1ltPPJY7n1fBjMauXxRRdw+SOQ2v28LjwH9/fJo6PGCzHAM8dLp8D4CIcrCTITaxnQI7pAfzeZyseAlaOxZ4HLQGOJfMxMf6hydyrsKFQju8zuURm1QP8s2jxZ8bWQtlDwXJBtD607PNLeRJ1bucSsIHCLFvDMAzDCDBm2XZDcqvkuCETqQd4GYA/MaoGIqqhxWmccmK6HIvaWsI/o9OsUGbdAFykYk+pvNPeVM4txfFpskXI4l0sSxkAVuRXiuOsXGfRFlm8gbXqA4BkIqAwfaQs7fnuRrmFoPaeKpLtrYldME+EE/m/wzDvDJtDrAEFoHiaWBtBxRpl1jvztKTE83g5K5NjJXJqnJU8D2v9aCjhT8OSYMAsW8MwDMMIMGbZhjjNLQd9Yn4TMmVLScvUdRpz0VrGaWIBElrWr9bwQPz/RCgAADYXy59xeIocI+oZyet/WZyV1Qhqwh3sfrGYotZ4e2K6Sxx/4fNccfy0YazVGW+L99kOOW7IMqEnZfFjuZudWTFM7AIAwmvk+8jqb1mcE+CC/0wgQ4vZ8jnMPCr8njjNu2AZ+AC3VCvr5OexpJQ/8ywTnOUdMM8BwL1mkn5AVETw2JPBcyWGYRiGEaKYZRvixESF+1hTLBajZQAyiTRm2TIFJQAoIbJu7FhaGzAW71qRJ8eCzjyOi94zC5KJzmuWD2sdtoNYd5FKa7j4XvJ1FZTLMUUtI/fdTbJi0PWnyBKeH2yX76MrhtcvsoYDTq1qgNfs+gNTTmPfI7PgAC4zuHKPXDM7LIlnEDMvCMvC1yRHmbKV5jlhMAuSxV+TwK1qFi9n8WfNQ8G+Ryl7OpjqbG2xDXF2lR5Ak5dbkXX3ye7LSx1Yur8/bmSWxMESjrSECPaDNKhJPgeTswP4j15CNOsKwxdI5upjP2Caa5CJerB7z9zeAL/3jOtOyhDHNdf+0ET5M7LErd+eNYwei333Y1Pl771oP98wsg3NhzvkBK3dFXwOl1fLf9tDQhFDBnBXeSIRfIiOkBfI/n14KRzTkh7VTz6/lhSp9QYWz62U6JWR3wPmLmZueu26JFnTvWRz2xmYG9kwDMMwAoxZtiFO/z7R1AXsjdaggCV+sC4nWmcSloiVlkDcVkriFjv/GNKfddE2XmbCBC/Yjt2f+8XKSZhbEuAuaWaJa8k4TqX2qLwkkZAEeHMI5krUQg6A/NmZW5QJMQDcimMWrIvcdwAYnixbih8t2CSOnzNWLp0DuCfgbysLxPFh47hrPbdS/ixxUfL3mBXPvVlOYdYrwOcXm8PaM8/my4hU3+c3osp5H99AYZatYRiGYQQYs2y7IcwiY7EjgJcILNwlW4oXjkwXxwGeiMQSL1gvToBbS+wznkDaqQHcImS7bO1+MYt7GBHwZ58d4ElVMRGy5cXKiwB+v1j5CRNW0JKH0nrJlhpL3mE5BACP87JkPs3iLiHxwe9mywIKedV83v3p/e3i+FWXnCiO/+/j/6XHOvl7J9G/SXyxl8chZwyXpR/nbZAbSjx8Ho+XszZ37LeAtWkEuEeHzWEt/su8M9L8KnLYpzmQmGVrGIZhGAHGLNsQJyoizCdr1WnrLIBnhZ6dLZfSsLIUgFteLFM3M4nHnGnhPfksWgs2p2IbWpY0K29CqTyslTo4EV4HgF3lvB0iy0ZmGc/sc2hlT/M35ovjbK4kh3MPAWsuzr7fnaX8s7NM3eW5sgjHoASedzAsSxb72L1PtjrPnH4qPVYJaV85ZbQc5734eF6+tpy067tijHysrYXcSnbaAET7/WCZ4Myjox2LPfMp8b5zu7HcmscbhmEYRrfBLNsQp7nloE/hONuxJpKG2ABQQ+pAWQaiP23xcklMTxNed5rlyGpTAb5jZjXGsUq2au9olzjO4pZtzRg/EmaJD0niGaZOs4snkrZ4O4u5BcksWHYf4yP5XNlImlawFnusqbzGv5ftEsddLp4hnjNEjo1u3C1blpHKvHORZgD1TfL9+o+SUT9jmHzvVxTK1zU1U/4cGizur3mGoiPl55HV1muykztL5O9eylAPphZ7ttiGOOFhPXyKwKuIa1DrU8kWIqbPy7SUAe5GZkk3SUoiEnN/+rPYM6EGljxUVs0fZOYe8+4tfBhNQIC5i5mylpZsxRZ1ttFasFVOrBk/gGkmcxcgSyjT3PHM/cg0rh/8eCs91pA0OTluaLbcT3f33kp6rDgyh3OOSxLHG8nCCQCTB8slZzkpcuKWdr8SyPc4NVJeVDXVONbBiCUsajrlrBQumWw0tLI6ttiXVPn+rpUr4isdjbmRDcMwDCPAmGUb4uzb34DeXjtRtgNl4gkAt1bCiRuZ7VgBbqmxMoDVBbILDAAmDpCtEsZSUqoEAFMHy71TWRmP1oOWaTDzHqF8B56VIlsYrDRD+x4ZLFFmbKpsXWmWOJPg05LTGMx6f/XrQnH8himD6LH++vlecXxYmmxZDiReG4BrQy8j/X/Pz+FJTcU18rNV3Nt52Qrz6KQnyM+jFjpi0qZpVDOZW++soxZLtNOOxUr0pOs60MdZF6RAYpatYRiGYQQYs2y7Icwq0comWPyGCehrlhqzelmyhNaDlsUnWbIGi4MBPC7NpAG1YzELlu3YaakQgJ7lTLxCHtfKJhgsDsbIJeUqAHBipkscZ5b43io5aQvg3gMmRLGaJFQBQFqCbEWt2Cx7O3orcf/yOHkOn0RKgj7cQGq+AJw9So7zbibyksMTeKMJ9jys2VMpjjPREh35mdfyJMZnyt8Xu16ts1F8vHwead7XkN+UzsAsW8MwDMMIMGbZhjj9+vSkMRYnMAt2R4Uc69Pa9bGYLdsZT07g5QlMPINZoyx7GgCKSWyWNhWo4sIdzGJgn1GzCti9Z4IPTlujATzDld1HLUOcCU5o8UFGci/5PGv3VYrjJ/TnpT9//UyO2bIM4iJSJgUAheXy39h4LYljA8CSLfL3NaifPFejI7hXIbGXfI/ZuAbz9LBMYbWHdZX8NyZYo80VJl8qNaFoVjLzOxqzbA3DMAwjwJhlG+KU17hpNq03Wn0mE4sflsTjRwyWDc1ijVr9LxOpYDtjJpwBcOtOE8JgMEuV1Siy+lvtWOy+aHWYzFJl957NCc1b4vQzalb9ij2ylGKfqPb76Vq7XY6njhzEa4kZE7N4HJ/BxCsmprvE8cID3KPC0FoPMpgACvPaaG3x2He8pUiOSzc082eeNacIdsyyNQzDMIwA0zW3CEabqXE3+YjcMxUhzYLU2qBJaBmxVJGJxLWYEL8Gy2xm7cEAgPUCYJaiFgdj72FZ0v5kgjNRIu17bKiVr4vV8hYLqjyA3iic1cb6kyV9fJKs+rR0zz5xnDUbAIApw+TY7LItsmXLVKIAYGu+/PlZI/rP1st1wQDw46mDxHH2zGlWH23GTjwUrPkHwJXe2LPFvCYAzyNgsX9N+rFoP2n91+z7nmCK2dpiG+JkJvTCED8WK2/YAs1+QBuVovS0WPkBTyElQSxxCeAPMVtU2Q8FAKQlOEsk0xYPtuANTZW/C+0zsl6gzDWo9dk90CDfF1YackI67//LYAs0+6603rhsMWCL6pZ93MW6hPR0PW2ULDixjriwAeDMUbIAyhNzV4njj9zEu/6s2iMn/JyWKQu2aG5Utqiy0q5vlFIpqqFONlPMJQxw1/fkwXLyo9Y1jInfSCWFVeRaOwNzIxuGYRhGgDHLNsSRuv4wuTMNZhGy3W9lhXOXIeuIoyXQOBVjKFXcn8xSZedwem7t/JrwOrPu2PVqCXHMNTgiVZYsZBa6VubBvAosfBAdyYUVJHF5gFuw49PlzwEAO/fJ8+tT4kZOVKT+Fm6QhTDCSTLd5hL+nfSLled3XRMp+SIdmgDF9Uu+L615AOu8wzwXWlldUq18LJZUpcm9dlXMsjUMwzCMAGOWbYgTFRHmI8rALFstdZ/tmNm4ljzEkmtYUoRm2a7NqxTHU4mc3kjF8mE7dmYVaEkc20rlONzwFDlmy+LVABeEZzFbrYSLHatno7zvZgk3mlXPxBBYC8OviyvpsVhM7/Je6eL4a+vy6bHOGCaX5XywUb4nw0l8HQDyY+Q5+f2c8eI4K+8BgP5x8rHK6uX7dUIqj6OvzpObdgwhEo/as8V6WLM5lBLJPQFlNHFLvi+sdSbA2whKXpB9+7knq6Mxy9YwDMMwAoxZtiGOu6nFZyfKsgn9aR7P3qPtmJm1xI6lZeqOUnb5EqrAOblm9h4W0wKApha5lIZmTytWMrtfLM7L5CU1WAs0dn+1Fmj5pPyFlXZlxnGJxW8K5WzZJbtlC06Ta9xaJsd5+5NM+1U7eWvHgkL5fq3bKsd/zzhRtsQBYGqmLJ7hipGfUybfCfCWiOzZ0uYKs2DZc8Iy2gGeE8DyDpiM46Hrkj+LJJqy37KRDcMwDKP7YJZtiHNIrtHT0qiKlHeTmoB9AbGimASfdixXL3k3zaQUtWMxC4vGGhWhAiZwzgrvtZ38BCL1x6x0fwQf2H3RvAoR9bIFPThStgi5jCO3bFmdL/tONDGEtL7OasTXFvO6UcZlI+U62zeU9xxgmevk3g9P5jF5VoPKxCtYzTvA4/VMvlTz9LAWjiyeqtX/svwCNr9Ybbl2LG0eBQNm2RqGYRhGgDHLNsTZ725EuVdWY06SS/y/mmpLVrIzOb+IcG75sDpMtmNlgugAMLSXbPkcqGeWIq8P7d9Htj7Yjlmrd2TKPCxerjUPYPWWkcSyZfF1gH8WNp4Y68wiAXSrV0LLxGaeADex+irr+Pe7r0a+5if37BLHtWzkTJJVfmq2HOM+OU1WgwKAOWvlDOrpw+T6aq0m+8uiCnH8vGGp4rg2V5gFSysTlAx15jVilRHasYLdgmXYYhvipPWJweAEz4WSLapaITlz6wwkiQyae4olvbBuIprbjJXlsB8RzY3M7gsrNfDWnD4S7ZoltM5C7Pz+uJ7Ze9iC99nuMnFc61ecTsqumEAFS8QB+MISFS5/vzOGyS5hACiplc//3jb5M2oJUoOIBGrRfvn+Mi1nQC8LkmCJZgAwrr+cIMUWO7bBBPRwhATr9gTwLlHs+fVHMEbq71zq8DMEEnMjG4ZhGEaAMcs2xAkP6+FTVsLcMFtLuJB4ery8M2VCGJqrhwlesIQMLUGqniXwkOvqGckFH1hyCRX8V4Q7mKXKdvJaGRETeB+YKLv2tY48rNSDWfUnpsuWkuYqZqEFZilp5ScsSYjde5aEBQCLdskuVsaQNF5WVl7tTCyhUinXGdRX/u6/KKgUx09Oc9FjMbcsmyua7CaTaGXeIRZqArhHhc0JrdyPPY/f5PvO4d0lvJtWR2OWrWEYhmEEGLNsQ5xDjQg8d/vMUmTlKgAX0GfNA1icUYNdlyaszyxoZi1pcU4qakFkBtkOWzsPSw7TBEVYXI0dS4u1LdopC+izWB+LfTe1aH2B5c/CRO+1toesly87x+p9PM46JlWOo7OmBvVN3EpmMcjd++TY6F6l/VzjEFmSckg/+RxbKvix2PfIniF/cgWYqIY/5TpOLV6A/054J4IChxJEgwWzbA3DMAwjwJhlG+JERYT5WBTxRFRCayTNrBKnDdcBoCFStkpYrFE7B9sZs+tVqnXojpnFtYr2c4ubtcVjMUXN4i6ukc/DJPA0EXdWAsIygpnFzaxqgJc3sc+ofXaW8c1Kf3qSLGWAyzUyC/bLHXKWMgCkJshW8mnDZO9QZSaP/05Md4njTCRCa4tH8wtYRr1y75224tRKkpjQCctU0DKbmbSpJC3acz/Pmu9ozLI1DMMwjABjlm2I425q8dmhMtH5nAEuehy2Y2ZZg1o9K6uhY7E7TaSfWWTsPdp1sQxmdiyWKQtwq4BlHWsxWwb77FqLPaexMxBPQFUtz65NT5BjzMwTwAT3AWAoqf/dUFhF38NgrexcMbKnp39cf3osJp4xaYAsXqHVxrJM/13lciZtcpjSyo7kFzC0uaK13JRgGc+HzuNsfrOYuHYsabxZ+XwdjS22IU6du9lnEWM9VbVEFaeLlyZqwVxa/og3ZCc7cxNpbjPNdSXBfiQBfr/Yoqr3EpYXA7ZwNvTSOvLIn5ElpDAxBO2Hld1j9h7t+12TL5frRBGX//ubuet3Upbsyo2niW6KGtU++Zr/u01OQBvo4gskcxcz4Y6dVfJ3AvAOSqy/8sTBPCnykx1yByPWT1f7HnminTzvXfE83rNil7zRyoj3de3XufmmsKMxN7JhGIZhBBizbEOcQwlSnpaRP0k6rESAuXS0YnmmA8zKeDRRC1aSxMoTNHcW62DE0AQUmAUbHi5fl5aMwtzFzErVSpJYogqzrEemy0lY/iTWSKUZgF5+MlCwVgBgW7kcCrlkNHf9usl3726W7+/XBVyT2030qpkFqyVu1TTKzwrznAwlUpEA986kEglNTVCECZrEEk+L9jyw77g3eeY1zxj7LJJ3JlYJG3U0ZtkahmEYRoAJnmXfCAgxUeE+Mb/2FLCngv+KdVVZJ+9asxPk+KsmVM+sKGbBMsvu0LHk87BdeRURtgd4DJTt/rWYrVNBeM3CcJpYxJLmWFMBgH/3rNGFdk3fkFjj5AFyrHFbJRd8YDBRi36x/L5X1svzfvkuuXxu424utjHjpHRxnJU3xUU5/9nuHSa/Z/0efu9ZidGafNniZ5YwwMv6mGWtPfOss9EwofdxYSUvz+tozLI1DMMwjABjlm2IU17j9rFCmKUU0VMrsWExSPk9xRV8R8niVywbWmtqwCxuFn91WoIAcAEHLZbMrEuWib21kGeYUhlJUk6i9dmVMjYB/hlZ7Ewrx3JSmgHIYgSHYXHWxz7ZIY5PPyGZHouVar387gZx/HdXj6PHkqwoAHhjY7E4nnNcEj1WToocF19CrOGzs/mxYiJkS5F5bTSvCXu2SutkK9UfjxnzgmiesR+PzRTHpTyC5nLnojuBwixbwzAMwwgwZtmGOAmxUT5WHtuBanJrXAxBthZY7SAAFNXKVi/blWu7b/Y3FlPUiuXLq53Fd5i1oLGRSGJqwg7MIjwx0yWOawIZzFJlMTJ2f7VscyaxyOLl/lhEw1NlyzK3kseS/70yTxz/3tTjxPHd5fxYn+6UY53pLjkuna/EDlfkV4rjp2a4xHH2nADcC5RC4uVabT3zDn2vr5zxrTUMYXkPuWWycIc/z4P0GxWueGA6GrNsDcMwDCPAmGUb4tTUN/lYDiyDV1NjYrKMWuYrg9VO+gPL4mW7cn+sKGYt+NNGMDFOvsffFPImEFnRsirQzmLZKtBi3LyBu7PPkpnEv0OmOsUy17X86AGxsifC3V+2xNcX8WbhGf1la7h3tHxPVu3kGcSjM+XMW9YknqlXATyHgcWrte+XweY9axoBKNKPxNHEss0B7gWKaST1t6SWF+CfRfJm5Zc7U4ULJLbYhjiSNrL2gDGcLqrMVQxwqT1WrK79uESQvqrM7e1SXNJMqIElQmnJVmxDw84/sC9fvJhAB7sv/vQCZZspVpqhdZ5JYsIZRJpP+2HdUcETxyT21fDN1MQseYH856p8cXzDmt30WCf95GRx/IzBsjbymiK+mWLazCyhS9us0tKyMOdCNloSnHgO5Xlg331WiryRLFZKy2hoQ3hOYqL43OpozI1sGIZhGAHGLNsQJyYq3CeNnllEWrIElVsjVonmZnQqhq9JGTIrne2knXZFAYBo0v/3QAO/Lmb55ZbKggCa2Aa7ZmZ5rM7j7s+JmXLZCO3lS+ZEfaNzV2bPRvkc/oQimOB+ZAS3IDeS8qr+ifJcjTw5mx5rHRGDOKG/fF2s4xDA3cjj03iTAEZ+LZHwJM9DZR2fw057MmsdhBg1TFZVnRNt77FsCVKGYRiG0Y0wyzbEkeQaWRxubXElPU5yL9ny8qc/K7OimAXrT+s/dn4tPsjOvzavUhwfkuSsvR+gl1cxRpBmAN+QMiJm9QE8UUW7LxJaXJglQi3ZIbefS+3Ny7ESo2XPxYYy2bI8b4gcMwW49GNRtRy3/HrzPnqsX110vDi+Mo/ISw7kCVKsTG51geyhmDSQi1qMSJXnCiv5YtKpALCzVE42Y/kF2pzQGgtIaPHfePJbJFm21ojAMAzDMLoRwbPsGx0GsxSZlJ8Gk/krKeXZyEz0gLUO00TJWTYla2qvwe4LE+PXLG52Xf37yBnXWps5FudlAh2sBRrAY2Hsetn3q4laHCCJpMyCZfcE4E3PB/WRrXcmEAEAQxPl80dHyp9x0EAXPRYTtRiXKc/h5bm8wGnCANlDwmK2/jSBYJaidu9ZrgDzzvhTksTmlxbH18QzvNm3n9+rjsYsW8MwDMMIMGbZhjhSnS0Vtq/hzbJZdjGzujTLMi1BtjCYBas1Q2efhe2+tczmTeVyDJRlWWq1pvw8zmO2LAbK4q9MAg/gGaYsxs3ur1afyeK/w4iohBbfZ96WOWvl2tgzBvM2b+9tKxPHD9TLn2UfmdsAMIh4Yb7cI7f4y+7HvUZ//WyvOH7DFPk+ZvfluQK0fSURrGECJACv82XLhvacMtj5+bmBrCQi8iLEmGvczp+3QGGLbYgT3yvSpzzGaaccgC+EzN3TsxdfiNix/EmQYq4uVhKkLZDMzckWHK0zCVvwEnvK16UtOE6TlzTtXOaCZJsp9l2xxDgA2EMWqc3F8kLkT/jihyNlfd5/bpG77gDA8GTZZbq7XJ4T500YQI/FxDO25cnu4ukjeTcilqDF0DS52YLHnqHCA1xhiZWJsd607HsHuIu5miyG/iQfpsT6fr8HejkX8AkU5kY2DMMwjABjlm2IU+du9nGpMherlpRApfbITlpL4thTLVt9CdGytaR1EGIwSzHaj/2lP65U5q4td1gC4Q9aslVvP5JYJDRxEKaRy+ZQcY3z3sfMIpo2hFuQrAduGUmi2bmjlB7r3ivGiOMbSQ/aBTsq6LGY4MX7W2S39xVjUumxIlvk+1XTIN/jsanc7e6097M271giFJNo1Z4tZiVLVn1URPDYk8FzJYZhGIYRophlG+JIXX+YqERiLC9KZ7tcJpChlYYMSZCTS1i8iZV/AFxsgyUVaSSS+I7TXq/a+Zllq3UQYrFsFn/WksCYCAjrOsREEjQvCIvpsfuVGMY/e9F+2SJj33tdE49n5mTKwhJ7K+TrHZfNBTLWFsjxydNGpYjj2nxk5x+dJseyl+7hcpxTM+VyIfZsabkCIMYl84xFkt8VgOeDfE2EdDRhFmZBS+Nm2RqGYRhGN8Is2xCnqr4RZbWe1tSpZMe+g/RHBfjOvKzemUg+wHfZLKbnT7YqKz3SSh1YFi9rccc8BABQ00wE1sln1KxRJkTRkxjWmggIu/csLs5a72llHrQlIfkc2lxh1tLafZXieE4/Fz3WFyRuGhcj38i127hcYzYROlm7Xc64blS+kzvOHSKOby2TM4XPyepHj8Vg35c/jTnYc6J5elgMdvJg+bMs38Xv/WnJclxeastXo1QydDRm2RqGYRhGgDHLNsQZnNQbQ73ibv7s9mhGLqmt01rssV2u3lZLhsWGWS0ia2yuwTKutbg0q0NlTQW0BgWsfpFl8abHc2F/dh6ntcTaZ2deEHZuoikBgFu9Z2TJ1s2nuTyD+MoJaeL4fpLZzCxeANhdIluwjBGDebu8N78qEseHp8q5DUx8BQDOPE6OGTO0DOIC0gqTeY20FnspJEOdeZpYXgfA51GikPdQpljbHY1ZtoZhGIYRYMyyDXHq3M2qAtORSDvDw+wskeO5zCKS4idHO09Ti2ziaDHImkb5s7GmBlrtIIs1sh0+U6kCeFPshkbnMTJmXbLz+yMIz+4xsyy1+JxT2U0tbsjOw+q4WV0uACzcXimOZ/SVvRBl1bz+101i7Jkp8rzT5BpHESlFFkfXPiNrZcfuo6ZGpSmkidelZFwXlHOlKgkt2311npyNfXySb7a5Vq/b0dhiG+JIohbswdPcuJpbWEJb4Nnf2A97ouL6ZeIR/nQDYj9UbFHTFgm2CXATzVdW3A/w78tpohnAf8TYODuWtgFim5bNxbKUofbZF+6Se+DWN8rXtWYPd7GOSJMXNZY4NSxNdvkD3MXrinH+k9q/F//8Eo0OxSYA3imH6ZQDfPPLynXGD+CucrYBjIHsxtae06ga+T3mRjYMwzCMbo5ZtiFObHSEj2XEhCg0Vw/bmWpWJ8OptaS5RctqnFnJmvXOEnvY9bJ+soDieu7LGiQ4l7pjlrVWSsPuJTu/0/6oALChULZg3eQ9uVVcwD6eujLl7137Tj74qlAczzlOFtx3xfDvhIlBbCyUE35Yn1sAKCflc0y4I1lJgHP6bLPSLoAnIo1OcYnjmhQpm19MSEdz/zJPgPRZyv0obQoUZtkahmEYRoAxyzbEKdnfgBhiZXmjya2xGAqT5tOsFbYzZVbJVodlFgAvfylT7gWLjTJLUZPgY5+FWYTsPgK8Fynb/WueAC3xRIKWfyjJM8NJkhCzfEpq+WdnyUAsZjthAG/NtqVAjueyfrYfbOdlRNedPkgc799HnkPsegGgrF7+/EzMJb+Nz/ORsJI3zQvCynWYNazFWdmzxWRCB/blOSJNpNmCZNWbXKNhGIZhdCPMsg1xBiTE+FhGbGeqlXO4yN8qiXV1al8u4s5iQawMISuJi5Iza4llPGvlCezzsyzleqW8yWnjBk3+MJeIWjhtKg8cRXhegGVi+5PxzKhp5PG5qHD5M27bJ1t3LGYKABs3y5nNt188QhwvJa33AGALOX99k/zZzzmOPw+798tldXuJd4jFcgHe0IJJjmowwYn+fWSLV/OosHwM9mxrMVs2vw40+z7zdW7nnztQmGVrGIZhGAHGLNsQx93U4rOrZBbczlLeiIDFUJiVqu1MC4lYQBSJz2nN41nrLmZBrs2rpMdi1iW7X5pkYTHJgmQxSGYtAFz6kQmH6K3/ZKvAqRCGZtmyLGkW55XECFrfQ6x31lg93cXvY79+shX19io5S3lQCo//snh9fqVsjbL6agAY1Ee+LpZ3oD1bWkMLCVYzCwATM+Usbea1YUIjAJCVLH9GFn926h0BgLwa32Np+QAdjVm2hmEYhhFgzLINcaRs5IGJ8i4zJZZbBTzOKu9ytSzHwQny+VmcVWuszmAxIi3eRa01ciwt/qtlU8rH4vFXtvtn917LkvZHWUtCU5Bi3gYWX9es5B0VctyQSSwu3CDHZQHeFu/LDXIjAK0t3hlD+orj/eNkr8J722RLHABOzpAtaBfpoah5LrgKm/wMxfeSrVeA51Cw74t97wDw4Vb5Ho9Pk1Wn4uP5Z2Q5FANifT0Bjcrz3tHYYhviJMZG+bgoc8tkdzHrUwlwNyN7uDW3JPuxYD8IW4p46Q/bODBXlypPR1xXrPyFSTIC3AXIPqPmGhxGpAFZ4pQG+/wr98h6s4wJmVyajyXgsQ1FiVIm5iZ9gYuq5fs1aRhfPAYlOPvh3VPM511upeyeZAloM4bzHrRON2ZahygWCmGdo+qa+IaClQuxsAZLlgSA6SPTxXE2VzS5V7YBG5bk+5zERDlPIgwU5kY2DMMwjABjlm2IU7S/HpEVnrtalm6vlQcwS5G5HzVLje2ymRCEK4a7kdl1sc+ifUYmi+i0644/aB2Xvsnj4voSmpuRWRLZfWVXJrsu9h1q599SKluKUYqYyso82YrJSZOtwXfXcjdydKTs+nUT6+6XZw+hx2IJWpMHy80LtE4920rlz5gQzVy//Ptlzx0LxWiJSLkV8nfMkqpYQhUAlBLRFi2EwMirlj1N0hxu9uP4gcIsW8MwDMMIMGbZhjj9+0S3OSakiSRsLpZ3uUxSTtt9s3gMs1I10fvmZnm/yD6LJpYeES4/DixRxB9RCdYXWEsucVqWowlXsMYRa/LlNnPxvWRrULPqWelPtVu2uiYO4IIPzLp7+at8+h7G039fI46PGD1AHH/4P5vpsXKGyDFYZsFWu3kMkiUMsiQ0LTmNx8Vly1Jr3MB6Qm8lzgNNcpQl8/nTk3lqpnzvpd8Js2wNwzAMoxthlm2IIzWP16QBGUOS99k0mwAAT0ZJREFU5Jge20lrMVuWAcmajmtWMtsxs1iyVmLDYlGspZhWxM8sVbaTZ5/9aH+T0CxuFpdmMVtm1WvWMyuJSu0tW1FLc/fRYw3rK1tXo0nM9szjXPRYZ4+SY4p/en+7OJ6kyIRGEoH7T3bL8fXLRqbQY7H7pZWWMVbnyVnlWfHOvl+AP0P+lCQ5FdvQYslsDkcI0p7WiMAwDMMwuhFm2YY44WE9fCwjlgGoNVZnMAsnPYELZCQ2OsvibVDak7E6X3/a4p2WnSyOM1lE1vRb+1tqnHMR98o6+VhaljaDZRE7FaLITOJ5AMyrwayVNGLxAsAXBZXieGWdHAPdXc6/EyY4cdlpg8XxoYn8utYXcWlTiQZFrnHRTjkIenKaHMtmlh0AnDM8VRxnTQW0LHhWN5tMWu9pVvKucvl+MY+ZP0jPfLgirtPR2GIb4oSH9VAfziNhP+qAc9czW6AAvhAyFy8rQQCAxF7yjwU7lubqoufwQ8GKwTYh2kZnZLpcTsJELSLC+Gdki6pTVzVLggJ4mYc/3WLcJDmOlQtpSk2sU1AccZdqC2p+pVxCdd1JmeK41v+Xdf0prpHPwdy4AL/3bKOzs5h/RrYpZxut3DL5egGeSOkPTudXsGBuZMMwDMMIMGbZdkOYFcUsKACoIWIQJUQkoR7cpcQ68lSRY2k7eZZ4wVyZBYrUHbP6/NEgZsklzBrVLG7mymVCBVoJBrv3B4gsoj+iA8y9zUIOmlW9vVy+Xyt2yqVKGtNPkMMEX+yVXay793GPyjkj5WQr5rXROkSxJDBmqWlyjesLq+Rj9ZKPpZVwMbGN+Fp5rmphDdabl3X60nTa00m5kuR9i3Wo+R1IzLI1DMMwjAATPMu+ERAqaxt9YhxsZ6iVcziVgWMWFOC8u49WNsDiN8yS0MopWFy6vNq54D+7l8wq0WLi7L4w6UntWOy6/IllM5gVw5LDmNAGwBOhmGW5u5xb9VtIzHZjrmwlb90sd6oBgCjStGPVHtkaZKVKADA8QbZsmVdBs2xZgwiWGKfFy9n3xZ6h+kZe7jc8Rf6M7NnWhDuYwI50vfv2Wz9bwzAMw+g2mGUb4rh6Rfq0ymIWkVZIztpqsV6rB8L4zpSVCPhjXTErnV1XVl8uVMAsCRZ/za+SzwEAQ0l5hD+Zzax5APu+NHlLBu9zS2K8SkMHFodj3o6tJbyV3akZLnF8Z5WcRavF0b8pkK3O1ATZ6hx59vH0WNsK5NjoGcNkecs+UfynlsUnmQdIi40yi7CRzAlNmIWxs1S+95osLJsv9HlQnEmsXEiawybXaBiGYRjdCLNsQ5zY6Agfi5FlI2sW0eo9clyL1c9px2IxSJZ1q0ksxveS/8YyObX60NUFstTdpIFyfNCtCBXEEouQZXVr94vF6JiFo3kIWKYye48/zSGYGD8TNohTrD6Wic7qb/+2lDcP2LdPPv/EsXJjc42TsuTYaGWd/P2O6y9bvADPL2BNAjTxCGapMg+QBvNElJHnVG39R2LGzBNRpnjZ2O+X5IGy5vGGYRiG0Y0wyzbEKa9x+8T82A5Uy/pllgRDi/+yvzFlGtaWDuAWFstw5Xmveqs3CZatCXAL1h9hf6fqXVpNJ/vumcWbQmLPVeCZp945AodpqJI/o9Z+jsHqby85VVZwAgBXjGzlvPLJHnH81Ox4eqx6RUJU4tM8rmzFspHZd1JWy70zzBPAYvLa3CogTdqZZ0qryc5KYW0E5TmhzWFeUeA7HkwxW1tsQxxJG9mfdPsBsbIbiklBNvDfYhTtlxN+2A+C5p5iLiW2qGkuaacdjLQfKib2wToeaVJzvUlPV5ZAo5WGsO+YLapMU1dzS7LOM/vJoprTz0WPValNJOn/k1IhgAthnDNW1hP+uoBn6TCJR7agH5fgXAOYzS9/SrtYgqM2V9jml72HJfL5w9BUfr/YMy8lRQbTYmtuZMMwDMMIMGbZhjhSghRLStDcQKwonrl0EmN5GYDTrkNaQgiTx2M7fM1dy8oQ2Pm1Mh5mjTMr+atCLj/I+umyc2jW+wYi58eSYVgSFktmA4CxqXIyEEtO0+bdivxKcZx9jzsVicXqOvnes5KgrH58DleSMMHUzH7ieKQiSbm6WP7uYyOd/zwzyVF27zVvFivXYaEbzeLmpWXye7QGCUyIQwodlbejWMuxYpatYRiGYQQYs2xDnD3ltTjoJRqQHi/H27Q2b8yKYslOzBIGdMtLggkrANwiq2+Ud/KaNbp81z5xnFmWGiyuxXblzBoE+L1nbQy1z5hA4r/MwimsluNw7DgAt2KYsILGif3l5hjzvpalFJn1CgCXjJdjsx9sLBXHXTFKbLRJnvcvfZknjqe7eEz+hP5y8hC7X5qoBROcGJpMJCGVZ54/d87LaZgF608PbZb8KFncFrM1DMMwjG6EWbYhzuCk3hia6mkdsKJ0LTZ6oEHeIbIWXVoGMbO8thbKsTPNUmNWFGNtXiX92+TBcryNZVk2VfNdM7uXO6vkz5gZx2UktTizhHZPWBNzFsfPCHMuWsJid3X7ifV8gMteNhDhkEtG9xfHF+3ise9315aI40l9ZEtpzZ799FjnjpDLxL7YK18vs14BoISU8iREy9e1o0KeQwBvRMCeeZalDHDJU1bNoDX54DkMsnemvJ7nBKQlyJ65qlrf+VXn5r9pHY1ZtoZhGIYRYMyyDXF6RYX7WBoF5dySYDALlmU5sqxIgDcLZ+/RrjeZ1Iey+l+tWJ5ZsMxS02UR5fuS2SJbOFoTbxbjZp9Rq3dkn4VZz+kJpIG50oiAWcnsHJplO6iPfL/e2Fgsjucorex275MtQhbnLVPas+VWynWg7PxR4c7jnEygIrEXnyus9pp5IljcH9DqfOX/r7XrY9nrzNOiPVssv0B6HsJJtUJnYIttiCP1s2VCAVlJiquLPJSs+Jy5rQCePMSSnVhyBcBdpsyNyx7uQ+eXFwl2fu2HiiWXsPNrrt+EOPkHQ3KbAUAu6ScLACekyqpITQ3yjzFz7WsuQ6dJVam9uUDGun2kVCmCLOhN3L3dX+lKIxEXw3/wmXjFWiKEcdlIOUFJw+kmC+DPlj8dtdhiy9zL2jmY6pTTzR/AN8xSspUlSBmGYRhGN8Is2xCnzt3sU5zOSn+YZQnwXSt7z8YSnlyS3Ve2htmOXbNGmQX7RYGsRXtyGtc/Zm4wZqVrvVMZzC3LLEiAl1ex5BYt0Y1ZEk47vGiffXCk7CFhLs6einhDMnGZMsu2qJp7CE7OkOfd+9/Ic4V13QGAJVtkScrpJySL47v3c5GGUf1kbwN75rRQCPt+mUCFZiVHR8rzjoWBNFEL5gXyRzqWWe+ShKh1/TEMwzCMboRZtiFOVESYjxWygnQgmTpY3pUDiug9GR9I+txqsAJ3bfcdES5P4TOy5M+idTZyWkbU1MKvi8Xb8svleKZmvbPrYjKHrNmBdixm1WuCIgxmebDrZUluAO+WE0/u19o9cowXAIqq5TlZSDoIfbpK7gYEAOd8J1scZ718WXkPAHxZJJcrDesrx3m1JhAst4LNL23eMa8GS7baUlQtjgPAwETZ2+FPZyPmmZO6TZWaXKNhGIZhdB/Msg1xivbXI7LCc+fOsj81oQKWTchiMSyuo8HLE5y37mIxSM16ZaVHLN6lZV+y87B4m1Yqxd7D4lqa6D27LiYU8E2hHHtnZSkAt+rj4+X3rMnnQhQsZstKaS4dK4tdAMDfVhaI4xedJMs41ufwY7Gs5/VFcmz21AwXPRaD9fll8xHgc5LNFX96H7OcAC3nwykpsUrLSWKNby30taxzFdnYjsYsW8MwDMMIMGbZhjj9Ynv6xDi8624Po+2Yi2tk63JEqiwUrwmMM0uGNajXYBa3P5Y1i+cyuUgtI7ee/I015Nasd/YeFlOL6Mmvi2Uws3gbq73WrBinohZMYhDg94V9v0v3yM0kAODKCWniOLOSX12dT4+1l9yvXsQSZ40LAGB4smzFsczqKBIXBrhFyL4vlosBAPlVcj0tE9XQYsnMo8Li+9nJzpvHS5Z4rFKj39GYZWsYhmEYASZ4ln0jIEjN49luVrPUWIyOWR6a5TMyWbaGWW0u+/8A8Gmu3B4tJ0VuWad9Rtrc3MFO+jCsNpaJyLNsTYBbBVqWNoO1PmRxXnbuKvDYN2uBxq53RwmvMWa1m8zTMobUrALAu1tkq5dlxOZk8mN9vVk+1vkTBojjWpb0lzvkjOs/XDBSHM+r4fKWLhJPZZnzmjoby2pnc1tTVGMeFRbf1xToGAMFD1CFIoPa0dhiG+KU17h9FkRWauFPsgR7WLRkKwYTu9CYOEAWqWDXy9xWAO80wsYjwvkCyTY0UnkCoN97Jo3I3P7asZhQA3vPrnI54WdIEv+uYkm5EBPu0MQQWAkI2/yVkC4yAJdYLCNr/bIt8kYOANLS5A0gc5UXlfFEnSED5EX9g53ygs56/AK8hIvNe2mBOgxzI7PErQyl3I+FKfr3kX+LtN8PtpGXNm15fujABwpzIxuGYRhGgDHLNsSR3Mhs16j1tmRdXgqIKLkmdcdcucxS00TJ2bGYWLqWxMF25ux+aWL8Tc3y7nt1gSzzd+ZxKcqxiNuuRrY6ta4wuWXye1wxrMRG/oxMoALgwh2ss5H2/bKEH2aJuxWLaGii/N2z8b+t5FZypcNytB+eKruXAV7etJ9YkKyhA8BdvMyC1EpjmHgES7DUZEKZR8dpKRqg9eb1/YxVQeRGNsvWMAzDMAKMWbYhziG5Rk8rixW4awkOzLpiYgx/XplLj3XthIHiuD/C/mxnzEqCNCuKJfAkxslWgZbYwyzoIS5Zgk8rldpQKCfX5AxwOb4uZsGyz86sGw0m8ch6mrK4P8At2G2Vcgzw+AQez3x8+S5x/NwRctz/5Gw5yQ4A/k08BPtq5Pl42iBe3hRLGjFsKJO/d01ikX2P2rxnbCmV7/GJ6fJ98Sdhz2mfbIDnY0i/BUxOtjMwy9YwDMMwAoxZtiGOlI3MBAG0mAvbTbIY0Y2nDKLHYtYo2+VqZURsB0xLRvxo+M4yi5mVeOg98r1kn1GTkRyfKVsSLC49rD9vVM7e43TfrXkhmAXLvA1sDgHAwCTZUi2qlWOmKwrlmDgAVNfJ93hdoRy3ZCVBAHDJqZniOJNx/CcpFQKAjbmyyAsr/dGEOyamyhY0LbFRBP9ZM5ESEq9m3y/A53dhtXwsNuc1ymp8nzk3+T46A7NsDcMwDCPAmGUb4kgxW1Y7qWU5sp0x27GmJzhvbcUyXLk1xi3unSXyZ2TShwBQ4LAmTxO1YPeLeQ+02tiqWmfNujXrnXk1nEossnpOgFs4zOLVWuyt3C1bqv17ye/ZTtrlAYCbiDRUE89FgXIsJu2ZECfnMOSk8XnHmtrvrOKxd8bafZXi+NSB/cRxd7Nzy48JYWjtK5n3YlSqXGOsxWwZkphKeRC12LPFNsSJigjzKVFhJS6aa5AtEkw3+DOiigPwpBstSYjBrpmVHjldUAFehqDpyrJkkZIqeXMyIp0n9rDyDLZAawk0lXXyj9hIkljEzl1e7TzkUNkgf/beDfx62VxhZVcnt7josZioBetB2y+W/1Av2VAsjrN59+7aEnosloj1/SFyT+Y3v9pGj3X3mUPEcfadpJLkP8C5vjgLkQB8U85c0lrSHA33CM9DnZvP047G3MiGYRiGEWDMsg1xauqbfHaVmjweg+1MmbuHdYvRUFqkUpx2M2F6rwDXB2ZF9JobmZ2f7di1rj/Me5CeIFslTFQC4CVJzPUsCQUAekJX0X75/P7MCZZo1tQsj2vdYti8f2HlXnE8TtENnnFSuji+u0K+jxXkngBcN3nhBtkaPnOUbPECwKd5skdpapjsRtbkS5kQBnvmteehkYiN9O4pz20tWdOfEsFgoGtetWEYhmF0IcyyDXHCw3r4xF5Y0otWlM6SWJiFo1nPLBFq+S65pOH4JN59hSVlMMtSK4th94XtsrUd9kfbi8RxlqiiWYqMsmr5ejUR9+ZmZ919mBh94QEe+x6fJpeflBDrmTV6AIDkXnLCEbOiWFcjjZMyZWuYlfEAwL/XyjHbqAjZc5FzXBI91oF6+d5PzJJjuTkpPL6/e7+cGLi3Sr4vTBgF4B4dFpvVci40mVQJFpcF9L7b3jQrsqIdjVm2hmEYhhFgzLINcdxNLT6W2dBU2bpbt7eSHodZipvK5R60k6L5Tp6V8gxJIFKGars+eb/Iyk80AX1GboVsFYyI5hbGpAz587OyCc2yZXE1Zt1FhPHYGbuXTHYzGfI4axAAcDlQdg4t1hcRJntb2PeoZcSy9wxqlGPJTEYRAD6Lk+OsrLyIWa8AsHqjbCUzr01RNT/W5SekiuNvfyN7WpjnAODlXeyjrCDxYoD3l2bzURM6cdIiNJzMn87ALFvDMAzDCDBm2YY4CbFRPjtBJhSgtWZjNXeseTsTMAB4uy1m4TBLCXDWSBrQJRZZbHZoMo/zMpzWDGel8EzdSmL1sthVdCQ/N7NWNEtCPLeSxcq+RxazrWnkx2I1sNr3yHj7m0JxfC/JII6M4LbI11vl/IJbzx8qjmt1tpedNlgcZ3XBw4kHCAC+LJKlHy8blSaOa83jtxbKjQiaSSb41ME8S5o9W1W18rg/0o/+NELoSMyyNQzDMIwAY5ZtiFNYWY8or3ZgrN5Rk0WMIVmWbMfKYpMazBp0kn14GGY9sxggwK01JkjPalABrdWZ/FnW5lXSY7G4GqvZ1aQUnQrCawpDDBbfZxZveTn3gpTXy/eeZUP/82su0j8iTc46XrtNfs+IwbwtXhrJe6isk7/fGybJbSUBoIB8FmbVaxKLJ6fJniaW3avVd7Pvi807zdvBstoH9pUta83T4qSFYzApSNliG+Ikxkb5FKezxYsVsQM8SSeXlBQMi+auLvZjzBYCVhAPAHur5GMxzdVc0ocU4As0u15NrpG7keXPEkV+WAH+o7exRE5OY91aAO52H5IkL0RMoEIjmUgsbi6W3ZLaZy+pkhfiAXHyOQoVPeMysqG4cqq8EO5WNgHZ/eR7zMpytBAN0yRnOt5aWIXhYhrixfx5YIsqK5Fj4isAL/1hvytaGMafMrlgwNzIhmEYhhFgzLINcerczT67R7bL1AQBmFt4ZDLpN6pYRMwlzQT0tcSH9Ej5szCBc624nu3+5cIMvTMJs0qYEAYT1tdgnW80QRFmSbDxMRkucbxU6fXqj9ufkRUvhzzmfS2XslQpbtF0ImjydQHpZ0ssYYAL/jO5xKxmngDHwgTsedRKpVjpE5Pw9CfcwyxrzeJkXiCn8xHgsqrSM2SlP4ZhGIbRjTDLthvCer1qrdnYrnVoqhzr03a5TorSjwZL6mLxZ83qYiICzOrcU83jXauL5RKMSaRUisVSNZhIhNZX1Ol5mBWjnYN5Itwk9s4ShDQuGd1fHGexVAB4Y8kucZy1uFv1DfNpAK+tl8uIpg+T5Tg1ecu4Jvm5c5pDAPDvi1mKWuMG1o6SPb9a8wAW52VWumbZMq+RluwVDJhlaxiGYRgBxizbbgiz1DTxb/a3GmIp+hMLYmU52rFY7JBZ1tqx2PlZGUJWPLcKUnvL94WJg2hehQJivTOrQMvkZO9xfB/98ILkVTu3YFnM9t1NcrlORl8uPzh6qGx1zv90jzh+4znZ9Fir9siiKR/uKBXH65v4d/LDkfI8YuUymlQme06ZJ4I1/wCA07JlkQrWjlHLRg4Pl58Hll/ArHqAW++S1yZKESbpaILnSgzDMAwjRDHLNsSJiQr32T0y0QMtnsmyaEvI7lsXhCeNpInVyaQXAWBgomz5sHNoMUvaUozs2LW4UlI035lLaPFqFhseEulcRpLF1ZglwazUzCSeEStL9AMTU2WRCE2E4zcfbBHHf3/+CHH8072yZQkAO8gcPuNEuRH85hIeA2SN5TcTicOcTN4msqRWthRZ/a3W2pHNbxbfT1Oy81njBmY9a9UM7PeAWclaxjVDatUYTKIWZtkahmEYRoAxyzbEiYkK97EY/RHpZztNZo1qKjcsfsSaF4xM563sWAxUk55kMIuBWbyaZcs+I7uP2k7++CTZKmJZv5pXwWntJrM6/VHxYZaSZtlOHSZnb7N45qhEbkEmxcjW3aur88Xx/kRKEACiSSxwUD85/spkHAGejc3GT+4p3xMAqKqV31NHWv9psVGW2+F0bmt/SyGWuJZZzOaLNB5Mdba22IY4NfVNPj+MTFRCE49gixdzW2kaxGwhZg8kW+wA/YdaQtNcZfJ0zI0cX89/XJhbmCUv+eOCY5999R657AgAcga46N8kmHBHYix3x7NNyAiyadIEMjKJ+5MlCe2o4CEHlqA1nOgcv/D3L+mxxp0sd+qJi5HnBDsHwN3V9U3yojasLz/WlgrZjc02ISnk/gJcypGV/sQqCZYM1kNb2wR0VcyNbBiGYRgBxizbECcqIkxwBzn/2p1asMxKBLjrmVmwmnuKWePMgtWuiyVVVdbK48yFDXDhAWaNskJ9gHsCmNtd69TDrot9Jyw5Syv9YeUcy0lZjGZtj02VBSeW5solK8waBID6RnlO7KuRXeLf++7x9FgnZspW+n/XyjKS48fLSVgA8P4WWeLxtkmDxHHt3jMpQ/Y9ak0+mOAFm0NM7hTgvXHZXNGeeeZilo4VE+Xc2g4UZtkahmEYRoAxyzbECQ/r4WOBVTXKO3mtPytLiGGWoibdFh0p71rZe6IjefyGxRTZ7p9ZrwC3hreVynHADKWVXQKJ87L7+E2h3C4P4D0/KxvI96iIHrDvuJJc18TMJHosBhPhmEj6w24t5HFWZnkN6iOXfGmyiPVk3lfXyePMegW4BXvRSanieGkdj0uflClbkKsLysXxiUTyE+D3a/wA+d5r1ijzNLFnXnu2nCZSauV+TIpVek7zKnkuREdjlq1hGIZhBBizbI9CU1MTPv74YyxevBjr1q1DWVkZ6urqEBsbi8zMTIwfPx7Tp0/H8OHDO/tSRfaU1+JgiWe8ZGiynM2oletocSKnMOsuK0W2VpiIOcBjO2vzKsVxzRplxfosBqrJW7JsShZnzUriLdhYbJhZsJqFQZt1OxQB0cTwWRyfWbAbypgMBnBymmzFMS9IT6UR/RCX/LcVO+Xs7X+ukkuCAOCHpw4Qx7/cI8cmNUaSZh67K2SrbIiLZyMzq4+V62jN46k1Sp5fTZjFaQWCFrNlvx9S7L9XjXPhl0Bhi63Cp59+invvvRf5+b4PXWVlJSorK7F+/Xq89NJLmDZtGn7729+iTx/uejIMwzC6J7bYEl5++WU88sgjbf7///nPf7BmzRr86U9/wtChQwN4Zc5Id8X4WE2ssTqrnwOci+FrzdCpEAVpcK3V/zIrisUHNSuZ1cAOpC29eByO1Y4ya2F9IbfuTkjlQg0SWvs71jaNXRc7llafyTKu2bFGgX8+Zi0x+cES5Tt5+SvZUj1tmDxX/raUW6l/en+7OP7T78rNC7Qs6co6+TNeNjJFHNc8AexeslptzYLUMvedwjwh2lxlsGuWrGe3ct87GltsBebNmycutIMHD8bo0aMRGxuLvLw8rFixAm73/7kFCwoKcP311+Ott95CQoL8AHc0VbWNPq5LWnqjiAuwxZMtUE3Nmiap/DfmykyJ5/qtLEGKJfxo5TrMNcnGNTGGarf84zKKLJwTMvl8YRsK5uLVfkDZPWa62MxVrm1anP6AagIoVLgjT04e0ugXK98X5vqNVBaby06T3cgscWrSMJ5o5opx1vmGlctof2PqXdpcYQlSTGlNU1Rj+s/jyUZWOxb7jNJvgS22QcyOHTvwwAMPeIz169cPDz30EKZOneoxXl5ejj/84Q+YP39+61h+fj5uv/12vPLKKx1xuYZhGEYXwBZbLx555BE0NPzfLiwhIQGvv/46MjMzff5vQkICHn74YfTv3x/PPfdc6/jnn3+OTz75BN/5znc65Jo1wsN6+FgHzBrVdsxcC9e5TiqzyFhSkwY7DyvjYV2KAP/KhRhDkoggANmxa9Zd0X7Zvc6SYTQJS3Zf2GcsqZKvV9Nfbs9kOuZ+jAp37uLs30eeKzv3yYlI/RN5Mt0oIvhQNFB+Tti5ASC5l3wvmf6zlgSWSKzhGuaFUSpjaL9kP56H4SksKVM+liar6qTHsolaBCkbN27EJ5984jF2//33iwvtkdx6660444wzPMaeeOKJ9r48wzAMo4tilu0RvPHGGx6vhw4dirPOOqtN7/31r3+NxYsX4+DBQzuyjRs3YvPmzZ1eEhQbHeGzQ2WF7BvzubACs3pZDNSfYnm2+9VigOxvzLrSLDKnCSHbynkCDZPNc9pdB+AWLIvDaZ/jQL1sFbDrYrFcdm4ACHdYRsQ8Ldp1rd1XKY4XVfNuRKzzzozR/cTxlXlcWOHeN78Wxy87TW5QwKQiAWAPSepi3Z40wRiW/MjyNLS8A+ZtYfFUzTPGEtf8SbBkc1J6hpqVedrRmGX7LQcPHsTChQs9xqZPn97m9w8ePBg5OTkeYx988EF7XJphGIbRxTHL9lu2bNmC0lJPofQpU6Y4OsaUKVPw1Vdftb5esGABbrvttva4vHaFWRLD+vMCcNZij4v3O+93yqzk5jDnu9Olu0rE8VH9eJkJsy7ZdY1OcdFjsbjSrnJZREAT22ClTyye6Y+lyDLRmTWqwSwPFofTSrtyibDDGVnJ4vjr67gQBSu/eX+z3AhAg1mwrhj5fk1M5dnmO6tkC9qf+D6bw8xS1PvZyp+FWcma0AntZ0tKuLS2mixD3hoRdBHWrVvn8bp3794YMmSIo2OMHj3a4/X27dtRXe1cUcYwDMMILcyy/ZZt27Z5vM7KykKYUpMpkZWV5fH64MGD2LJlC8aPH3/M1+cvzS0HfSwKVpuqCRUwAXuWQcyyIgEggtxWmmWoyCIya2l8mmxJaFnSbGfO4pys3hAAspJl+cXEWufiArzm0Hlcmn33DGZFJZJGCwCQW8pSXOX7pcmEuptla/TTXLldXzSbXArZ/WSvwgdfFTo+VrpLfk5+t2Erfc+sUzLEcZoNrHgu2DPM5pAWG+WxYdaIgF8Xy6FgeSJa/Jd5W8qrfeddUaUcw+4MzLL9lj179ni8zsiQHwCNtLQ0hHuVJOTl5R3TdRmGYRhdH7Nsv8U7XpucLMeENMLCwtC3b1+PY5WUyLHDjkKqs2XWjbbLZVZnQrRs4cQq1iirrWOxOy0bme2YWUasFleiGcEk/Kzt5J16D/yJcTMLR1PfYZaqZllLMGlNgHsbNpbwbHfGuxvl54eJ92/bx+uoV31TLI6fN0FWg/rl2TyMtDxXlkycNkT+3Tg7mytIMSuO1dlqLRS1715Ci8k3kVwJ9mxrWdJUnY14LuRv9xDsGWoSPDp1pfxedTS22H6L92Lrb0OBPn36eBxr/37nPzDtibupxWexyiQSaVpP1RGp8v1gi7C2eLDFk7kTNZc0e4jZwqnJDB6okX+o2EKkJaqwHz12XzS3GU+Qkj+7P8diCSlsQ6F1eNlTLSeBDUmQE/C0EirG0i1yUlNSHz5XzjgxXRxnC2FZPXe5D0qQN5nMha+579lccfrMAXyjQ3vQKi7pDUSvmyXzaWEVdn7WgUwTzmDP0OZi33mUV9S5v79HYm7kbzlwwPMHIjZW21txevf2jNVZgpRhGIZhlu23HNlQAACiongCiEZEhOctbWx07h4MNMWk8L28nhe4O5FIA3hxvQazRjUrilkSTt1pAO8k49RaALhFyIr7y8O45cMs6/QE2UWmlU0wy55ZJcx61yQZR/dyieNsDu0nTRsAnrx07nC5z+2bX8mNAABgXKZsRX1RUCmOszIeAIgnn5/dX81Nv5CUqbGyHH8EH9hc1Vy/gxPkJL/VBXITiOMTuDcwOd5ZCc7OUt5n94R0uXxPsrgbFZd7R2OW7bd4L4rei2Zb8X5fU5PzH33DMAwjtDDL9lvCwsLQfERbuBY/xLal93lnJ3c0MVHhPlYIswa1RCRmlfiTcMMsWKftwQAl2YrKJfL9pdZi0Ol1MeuDWc/avWdlNlr8mcG+F5b0whKhtJhagyJNKDGuf1/6t6d27hbHmfRiURlX1o/vKScvVdbJ3/unO7lc4/SR8rE+3CFbqSenueixzhwsH4s9p2reQYP8WZgFm6CVcBFBkTOPk/vsavHf3DLZUmXWeyJpzgAAe0hpWbDLNdpi+y0REREei62/FmmzVx9Xf93RR/Lss8/i+eefd/SewxrNhmEYRudji+23xMTEeLTWq6/3rxi6rs4zXb9nT54d2VZaWlr8jv0eykb23AAwC06Lwzltt8ViRwAQ0SJbtjtL5ezHdKV5PLOsnUovan9j8Uyn5TKAcw8BwAv//YnpMQuHZjyT2DfLaAd4Vjmz3jWLaOY4uSynmsR5v95TQY+1rlC2iJx6NAAgr5qXGEmwuDAA5KQ4yzouV7Kk46LkZzi+l7N8BIBnQxeUy589K0WO8QLca8XmChPR0c4vPb/hynPV0dhi+y0ulwuVlZWtr2tquAtJwzuruW9f7iLrCPbm7vIZq3OTchllYsYSPVTmpmHn0M6zj/zo1SulP+xYTscBoIb1TiWqROyeaLBzaLCykSqy2LPrBfj3xTRkmQJPvVK/6CYaxGxcc/VVk/tVSzxPDSVcG7kqTE7sqal1pqoFACUH5c2GkutF2VsjL1IxEfJ3st/NN969SK4Jmyva88DmxL798nPaWM43xYUOlZyqFBU0dn5p3ufvOfT710Dc6x2JLbbfkpSUhN27d7e+Li+XH8yj4f2+pCRezN4RPP7g3Z16fsMIFniesnPkBntGsJKXl4cTTzyxU6/BFttvSU9Px+rVq1tfFxfLajMaNTU1qK31dFWlpMjJBJ1JREQE3nzzzc6+DCNEufTSS8WcB5t3RiBh8y48PByTJ0/uhCvyxBbbbxk82LNllrdWcls40jI+jNPOQe1JWFiYmFXdo0cPjBw5shOuyOgO9OghuyZt3hmBhM27sLAwJCTwFocdhS223zJixAiP17m5uairq0NMDI9DeLNp0yaP13369EFqauoxX1tYWBgiI50n43hnRhuGYRidgy223zJ27FiEh4e3LlBNTU1Yu3YtTjnllDYf40g3NABMmDChXa7tpptuwk033eT4faNGjfK7XtgwDMNoP0xB6lv69OmDMWPGeIx99NFHbX6/2+3GkiVLPMamTJnSHpdmGIZhdHFssT2CadOmebx+991325yV/M4773iUDvXs2RPnnntue16eYRiG0UWxxfYILrjgAsTF/Z9Y+YEDB3DXXXcd1RW7a9cu/PGPf/Q5Vny8LJhtGIZhdC9ssT2CuLg4zJo1y2Ns8eLFuPPOO2lR9Pbt23HNNdegqur/1I+io6Nxyy23BPRaDcMwjK6DJUh5MWvWLHz44YcemcX//Oc/8fXXX+Pqq6/G+PHjER8fj/z8fLz//vv4+9//7lNbO3v27KCsrzUMwzA6B1tsvYiKisKf/vQnXHnllcjNzW0d37FjB+65556jvv+HP/whfvzjHwfyEg3DMIwuhrmRBVJSUjB37lyMHTu2ze8JCwvD9ddfj/vuuy9wF2YYhmF0SWyxJfTv3x9///vf8eCDD2L48OH0/4WFheH000/HG2+8gV/84hdUxcQwDMPovpgbWaFHjx645JJLcMkll2Dv3r3YsGEDSktLUVNTg7i4OGRkZCAnJ8eyjg3DMAwVW2zbSEZGBjIyMjr7Mhxxww03iGVLYUpPV8M4VmzeGZ1BsM+7HgcPHuTNJA3DMAzDOGaCY8k3DMMwjBDGFlvDMAzDCDC22BqGYRhGgLHF1jAMwzACjC22hmEYhhFgbLE1DMMwjABji61hGIZhBBhbbA3DMAwjwNhiaxiGYRgBxhZbwzAMwwgwttgahmEYRoCxxdYwDMMwAox1/elinHHGGcjPzz+mY9x888245ZZb2vz/Dx48iGXLluGjjz7C2rVrUVJSggMHDiAmJgYZGRkYO3YszjvvPIwfP/6YrsvoujQ1NeHjjz/G4sWLsW7dOpSVlaGurg6xsbHIzMzE+PHjMX36dLU3tNE9aWxsxNixY9HY2HhMx3n44Ydx4YUXtun/dsZ8ta4/XYjq6up2WdCcLLYbNmzAXXfdhS1bthz1/5566ql45JFHkJKScqyXaHQhPv30U9x7771t2gROmzYNv/3tb9GnT58OuDKjK7B582ZMnz79mI/T1sW2s+aruZG7EG1Z8NqT9957Dz/84Q/bfN7PPvsMF1xwAb744osAX5kRLLz88suYOXNmm70t//nPfzB9+nRs3bo1wFdmdBU2b97cYefqzPlqbuQuhPekHDZsGCZNmuT4OGPHjj3q/1m+fDl++ctform52WM8NTUV48aNQ3x8PIqKirBixQocOHCg9e+VlZW4+eab8eabb2Lw4MGOr83oOsybNw+PPPKIz/jgwYMxevRoxMbGIi8vDytWrIDb7W79e0FBAa6//nq89dZbSEhI6MhLNoIQ7838uHHjMGbMGMfHGTJkiPr3zp6v5kbuQtxzzz2YN29e6+s77rgD1157bbufp7y8HN///vdRXl7eOhYbG4t7770XF1xwAcLC/s8hcuDAATz//PP4y1/+giOnUlZWFv71r38hMjKy3a/P6Hx27NiBH/zgB2hoaGgd69evHx566CFMnTrV4/+Wl5fjD3/4A+bPn+8xfsopp+CVV17piMs1gpirr74an332Wevrxx9/HN///vfb9RzBMF/NjdyFkCzbQPDUU095LLTR0dH461//ihkzZngstADQu3dv/PKXv8SDDz7oMb5z50689dZbAbk+o/N55JFHPH64EhIS8Prrr/v8cB3+28MPP4wbb7zRY/zzzz/HJ598EvBrNYKbjvhdC4b5aottF6GlpQXbtm3zGAvEpCwtLfVZJH/xi18gJydHfd/FF1+MK6+80mPsueee83DHGKHBxo0bfX507r//fmRmZqrvu/XWW3HGGWd4jD3xxBPtfXlGF6KkpMRjYx8VFYVBgwa16zmCZb7aYttF2LVrF+rr61tfx8fHo3///u1+nvnz53uk4CckJODHP/5xm97785//HDExMa2vS0pKsGzZsna/RqNzeeONNzxeDx06FGeddVab3vvrX/8aPXr0aH29cePGDk2QMYIL7+8+OzsbERHtm0oULPPVFtsugncSwdChQwNyno8++sjj9TnnnIOoqKg2vbdPnz4488wzPcY++OCDdrs2o/M5ePAgFi5c6DHmpGxj8ODBPl4SmyPdl0C7kINpvtpi20XoiLhGZWUlNm7c6DE2ZcoUR8fw/v+LFy/2yWg2ui5btmxBaWmpx9ixzpEFCxYc83UZXRNvI6K9f9eCab7aYttF6IjFdsOGDWhpafEYO1qs1pvRo0d7vK6ursb27duP9dKMIGHdunUer3v37n3UkgtvvOfI9u3bUV1dfczXZnQ9Av27Fkzz1RbbLoL3pAyEG9l7UUxISHBcVzZw4ECfmIvF5EIH7yS9rKwsnwz1o5GVleXx+uDBgx0u2GJ0Pg0NDdi9e7fHWHv/rgXTfDVRiy5ARUUFiouLW1/36NEDQ4YMQXNzM5YuXYpFixZh7dq1KC4uRl1dHRISEpCWloZTTjkFZ511FkaMGNGm8+Tm5nq8zsjIcHytERERSElJ8VBoycvLc3wcIzjZs2ePx2t/5khaWhrCw8M9wgt5eXmmrd3N2LZtG5qamlpfJyQkoF+/fnC73fjoo4+wdOlSrF+/Hvv27UNTUxMSExMxYMAATJ48Gd/73vfaJJoTTPPVFtsugLdlmJ6ejo8//hhPPPEECgsLff5/cXExiouL8dVXX+G5557Dd7/7Xfz617/GwIED1fN4xzaSk5P9ut6kpCSPxbakpMSv4xjBR3vMkbCwMPTt29fjWDZHuh/ev2tZWVl45ZVX8Pzzz6OystLn/xcUFKCgoAArV67Ek08+ienTp+P2229Hv3796DmCab6aG7kL4O2yyMvLw+zZs8WFVmLBggW48MILj1qQ7T0x/RXf9n7f/v37/TqOEXzYHDHaC+/FdvXq1Xj44YfFhdab5uZmzJ8/HxdeeCG+/vpr+v+Cab6aZdsF0GKeERERyMnJQXp6OuLi4lBWVoZ169ahoKDA4//V1NTg+uuvx7PPPovTTz9dPNaRGsfAIYlGf+jdu7fHa0t+CR1sjhjthRb3jI6ORk5ODtLS0hAdHY3S0lJ8+eWXKCsr8/h/JSUluPLKK/Hqq69i1KhRPscJpvlqi20XQFpsIyIiMGvWLFxxxRWia2T16tX4/e9/75GN19zcjF/+8pd48803kZ2d7fMeb7WnttbXStd2JMfap9IIHmyOGO2FtNjGxMTglltuwcUXX4z4+HiPvx08eBBLlizB73//e+zcubN1vK6uDjfddBPmz5+PxMREj/cE03w1N3KQ09TUhB07dniM9e3bF6+++ipuv/12GoMYP348XnvtNcyYMcNjvKamBg8//LD4Hu8JFB4e7tc1e0/MI5MgjK6N9xzxV+3H5kj3prCwEFVVVR5jmZmZePvttzFr1iyfhRY4lBh6+umnY968eZg8ebLH34qKivDUU0/5vCeY5qsttkFOQ0MDrrvuOsyYMQPjx49Heno6nn766Ta1yYuMjMRDDz2EcePGeYwvW7YMa9eu9fn/3inx/jaE8q7V9XfRNoIP7zni/V23FZsj3ZuwsDDccMMNmDZtGnJycpCZmYkXXnhB9Lh5ExsbiyeffNJHQ/ntt9/2CZ8F03w1N3KQ07t3b9x8881+vz8iIgJ33nknLr74Yo/x999/30ewor2sDW/FKH9dN0bwERER4fH92hwx/CElJQW33Xab3++PjY3Fbbfd5nGMxsZGLFiwAD/5yU9ax4JpvtpiG2CefvppPPPMM47e84Mf/EBscuwvo0ePxogRI/DNN9+0jn366ac+/+/IJgIAPBofOKGurs7jdc+ePf06jhF8xMTEeLQqszlidBZnn302XC6XR/byp59+6rHYBtN8NTdyN+Gkk07yeO2t3AIcigUfSU1NjV/n8s4A9D6u0XVxuVwer22OGJ1FWFiYj7DErl27PF4H03y1xbabkJqa6vG6sbHRp1bMO5PvyD6TTvB+n/dxja5LUlKSx+v2miPexzWMtuD9u3a0edWZ89UW226Cd50Y4OtSSU9P93h9pESkE7zVVQLRd9foHNpjjtTU1KC2ttZjLCUl5Ziuy+ieeP+uBeI3rb3mq8VsA8wtt9yCW265pbMvQyzC9naxeGuN7t27FwcPHvRonnw0KioqfFL6nXbZMIIX7znirT3bFqQQhs0Rwx+8f9eO9pvWmfPVFtsgZ8WKFSgsLERZWRnKysowaNAgXHbZZY6P450S73K5fDLqRo4c6fG6rq4Ou3fvbpPg92E2bdrk8fpw0wQjNPBuapGbm4u6ujqf5DoN7znSp08fH3egEdosXboUpaWlrb9rJ554Is4++2zHx/H+XfPWHQim+WqLbZDzxBNP4Kuvvmp9PXToUL8W29WrV3u8lup0s7Ky0LdvX1RUVHi8z8li632e4cOHiwXqRtdk7NixHh1QmpqasHbtWpxyyiltPob3HJkwYUK7XqMR/Nx9993Yt29f6+vc3FzHi21LSwvWrFnjMXbiiSd6vA6m+Wox2yDHu7/jtm3bsHfvXkfH2LRpk4/kozTZevTo4aPM8vHHHzs6l/f/nzJliqP3G8FNnz59MGbMGI+xjz76qM3vd7vdWLJkiceYzZHuh3eT+C+++MIn4/doLFq0yCdkNXHiRI/XwTRfbbENcs444wyP1wcPHsTf/vY3R8d48sknPV7HxMT4yDge5vzzz/d4vWzZMp+m8ozly5dj69atHmPsPEbXZdq0aR6v33333TZneb7zzjsedZE9e/bEueee256XZ3QBvH/Xamtr8dZbb7X5/Y2NjXj22Wc9xlJTU3Haaaf5/N9gma+22AY5kydP9olDvP7661i/fn2b3v/SSy9h8eLFHmOXXnopde1OmTIFmZmZra9bWlowe/Zsn6Jub8rLy/Gb3/zGY+zUU09tk/ya0bW44IILEBcX1/r6wIEDuOuuu44qhbdr1y788Y9/9DmWhRm6H9///vd9hCGeffbZNnvtHn30UQ+RHgC4+uqrRe3jYJmvttgGOREREbjjjjs8xhobG3Hdddf5xBKOpKmpCU8//TQeffRRj/EBAwbg1ltvpe8LCwvzyZ7esGEDbr75Zh+XzWGKi4txzTXXeDSM79Gjh891G6FBXFwcZs2a5TG2ePFi3HnnnR5qPUeyfft2XHPNNR5zKDo6Oigy9Y2Ox+Vy4dprr/UYq6qqwsyZM7Ft2zb6vrq6Otx7770+3r0xY8bgiiuuEN8TLPO1x0F/1eaNDuWGG27AokWLPMbCwsJw3nnn4YILLsDw4cMRFRWFffv2YcWKFfjHP/7h0y0oKioKc+bM8UkikLjuuut8YhWpqam46qqrMHnyZCQmJqK4uBgLFy7E3LlzfRo+/+xnP8OvfvUrvz6rEfy43W5ceumlPpma2dnZuPrqqzF+/HjEx8cjPz8f77//Pv7+97/71Cr+9re/xY9//OOOvGwjiHC73fjRj36EDRs2eIxHRUXhwgsvxDnnnIPs7GxERESgqKgIy5cvx+uvv47CwkKP/+9yufDGG2/4NCbwPldnz1dbbLsI9fX1uOaaa7By5Uq/3h8dHY0nnniCNo73pqamBjNnzvToh9tWTj/9dDzzzDN+t7MyugbFxcW48sorkZub6/i9P/zhD/G73/0uAFdldCXKy8vxk5/8RLVmNVwuF1588UWccMIJR/2/nT1fzY3cRYiOjsZLL72EmTNnOhKZAA6V9Lz++uttXmiBQ101/vrXvzp6DwBcdNFFePrpp22h7QakpKRg7ty5bWr3eJiwsDBcf/31uO+++wJ3YUaXISEhAf/4xz9wwQUXOH7v2LFjMW/evDYttEDnz1ezbLsgW7Zswcsvv4wPP/zQx9VxJMcffzx+9KMf4cILL0RkZKTf51uwYAH+8pe/YO3atbTH7YQJE3DttddaGUc35ODBg3jrrbfw6quv+pSYHSYsLAxTp07FjTfe2OYfR6N78eWXX+Lll1/G0qVL4Xa7xf/To0cPnHjiibjiiitw7rnnOjY8gM6br7bYdmGampqwceNG7NixA1VVVairq0OvXr0wYMAAjB49ut31ZouLi7F+/XqUlJRg//796N27N1JTUzF27FgTkjcAHJL43LBhA0pLS1FTU4O4uDhkZGQgJyfHso6NNtHQ0ID169cjNzcXlZWVaGxsRGxsLDIyMnDCCScgISGh3c7VkfPVFlvDMAzDCDAWszUMwzCMAGOLrWEYhmEEGFtsDcMwDCPA2GJrGIZhGAHGFlvDMAzDCDC22BqGYRhGgLHF1jAMwzACjC22hmEYhhFgbLE1DMMwjABji61hGIZhBBhbbA3DMAwjwNhiaxiGYRgBxhZbwzAMwwgwttgahmEYRoCxxdYwDMMwAkxEZ1+AYbQHNTU12LlzJ/bu3YuKigrU1taiqakJMTExiImJQVpaGgYPHoyMjIwOvza3241du3Zhx44dqKioQHV1NaKiotCnTx8kJSVh9OjRSExM7PDrCkZqampwwQUXID8/Hz169MC8efMwevTozr6skKSlpQUXXXQRvvnmGwDAs88+i+9+97udfFWhizWPN7osFRUVmDdvHj7++GNs3LgRzc3NR31P//79ceaZZ+Lqq6/2e+G94IILsGXLltbXb775JsaMGdP6uqmpCatWrcJnn32GL774Ahs3bkRTU5N6zIyMDFxwwQW47LLLkJKS4td1hQJ33nkn5s+fDwCYMWMGHn30UZ//c+WVV2LlypWtr2+++Wbccsst7XYNeXl5OPPMMz3G2uscTz/9NJ555hmPsYULF2LAgAHHfGx/WLlyJa688koAQEJCAv79738jKSmpU64l1DE3stHlOHjwIObMmYPTTz8df/zjH7F+/fo2LbQAUFRUhNdeew3Tpk076gIokZeX57HQ9uvXDyeccAIAoLi4GHfffTcmTZqEq666Cn/+85+xbt26Np1n7969ePbZZ3HmmWfimWee8evaujoLFixoXWijo6Nx++23d/IVhT4TJkxotWbLy8txzz33dPIVhS622BpdjnvuuQf/+7//i7q6Or+PkZmZiYgI51GUBQsWeLw+88wz0aNHDwDAjh078NZbb6GystLv62psbMTTTz+Nyy+/HDU1NX4fp6tRU1OD++67r/X1VVdd1a0t/I7kjjvuaH0WFi9ejP/+97+dfEWhicVsjS7F66+/jrfeestjLDIyElOnTsWECRMwaNAg9O3bF1FRUXC73airq0NVVRVyc3Oxfft2LFu2DGVlZRg5cqRf5/debNsS4xo4cCDGjRuHE088EcnJyUhISEBzczOKioqwevVq/Otf/0JVVZXHe9auXYtrrrkGr7zyCnr27OnXtXYlnnnmGezbtw8A4HK5cM0113TyFXUfsrKycNFFF+GNN94AADz66KM47bTT0Lt3706+stDCFlujy+B2u/HUU095jGVnZ+OFF15AZmZmm47R0tKCjz/+GP6kKlRUVGDNmjWtr2NjY3HyySeL/7dv3744//zzcdFFF2H48OH0mOeccw5+8Ytf4Pe//z3+8Y9/ePxtzZo1ePHFF3HzzTc7vtauxPbt2/G3v/2t9fXPfvYzxMbGduIVdT9uuOEGvPPOO3C73SguLsZzzz2HX/3qV519WSGFuZGNLsPKlStRUVHhMfa///u/bV5oASAsLAxnn302zjnnHMfnX7RokUdseOrUqYiKivL4P4mJiZg9ezaWLFmCu+++W11oD9O7d2/87ne/w0033eTztxdffBHl5eWOr7Ur8dhjj7XGqF0uFy6//PJOvqLuR2pqKn7wgx+0vp4zZw6Kioo68YpCD1tsjS7Djh07fMaSk5M77PxHcyGPGDECCxYswMyZMxEdHe34+LfccotHVjMA1NfXY+HChc4vtouwceNGLF68uPX1xRdfjF69enXiFXVffvrTn7b+u7GxEX/605868WpCD1tsjS6D5PqdPXs2SkpKAn7uuro6fPbZZ62vIyMj8Z3vfMfj/7hcrmNaKHr06OHxg3eYTz/91O9jBjveZTAXXnhhJ12JkZ2djbFjx7a+fuutt1BcXNyJVxRa2GJrdBkmTpzoM7Zy5UqcddZZuPPOO7Fo0aKAZfAuX74c9fX1HtcSiLji+PHjfcZC1Z23a9cuD6t27NixyM7O7sQrMo7c7Ljdbo9YunFsWIKU0WUYPnw4Lr74Yp9s5Pr6esyfPx/z589HWFgYsrKyMG7cOJx88smYOnVquyyK/mQh+0Pfvn19xrzj1Iyf//zn+PDDD9v7kjwYNWoU3n777XY51ptvvunhrZgxY0a7HNfwn/POOw8PPvggGhoaAADz58/HrbfeisjIyE6+sq6PLbZGl+K3v/0tevbsiddee038e0tLC7Zv347t27fjjTfeQK9evTBt2jTcfPPNftdtNjc3Y8mSJa2ve/TogTPOOMOvYx2Nw+UvR+Jyudr03nXr1rXz1fjiHVP2F7fbjXfeecdj7LTTTmuXY0tUVFTgqquuwubNmz3GL774YjzwwAMICwsuJ5+kYnWstEUFKzY2FuPHj28NXZSVlWHBggU499xz2/VauiPBNcMMow0MGjSozbHR2tpavPnmmzj33HP9tshWrVrlIVQxZsyYgCVmeS8GANq0SSgpKekQd/NhtaxjZdmyZR4W+5AhQ9C/f/92ObY3lZWVuPrqq33u7eWXX44HH3ww6BbazmbSpEker//1r3910pWEFmbZGl2GHTt24Oabb8bOnTtbx6ZMmYKzzz4bW7ZsaRX7Lyws9HnvgQMHcNddd6GyshKzZs1ydF5JNSpQ/POf//QZO/XUU4/6vo6waoH2W2wXLVrk8XrKlCntclxvqqqqcPXVV2PTpk0e47NmzcKvf/3rgJwzWDmsdHY0Jk+ejN///vetrz///HM0NDR0C3GVQGKLrdEl+Pzzz3HTTTfhwIEDAIBevXrhgQcewLRp03z+b35+Pl599VXMnTvXR2P4sccew4QJExx1kvFeGAIVr/VOGAKA8PDwNrmszzrrrFbN5oKCApx++ukef/9//+//4bzzzjvqcc4++2zs3r279fWll16KBx54oA1X74ylS5d6vJYSw46Vwwvt4a42h7nxxhtx6623tvv52pO4uDjMnDnTr/eWlJTgP//5j8dYv379POpoNYYNG4b4+PhWVbO6ujp8/vnnAXXzdwdssTWCnq+//ho33ngjamtrARyKK7300ks0fpieno7Zs2fju9/9Lq699lqPDOWWlhY88MADePPNN9t07m+++Qb5+fmtr7OyspCVlXUMn0bm4MGDuO+++9DY2Ogxfv755zt2WXsvLgDaJE9ZU1OD3Nxcj7ERI0Y4Ondb2L17t09setSoUe16jv379+Pqq6/Gxo0bPcbvuOMOXHvttY6P9+mnn7bOv2Phq6++atP/i4+Px+zZsx0f/8CBA7jiiis8xmJiYvD8888jPT29zccZMWIEPv/889bXX375pS22x4gttkZQU1hYiGuvvbb1h65Hjx74wx/+0KZEnXHjxuHJJ5/0cRuvW7cORUVFbYoRdlQW8l//+lesWLHCY6xXr15+db7xXmBiY2PbpLK1adMmn1pmfzWkNdavX+/x2uVytWvTAWmh7dGjB+666y785Cc/8euYX331VZsXys6iqakJP//5zz02W2FhYXjssccc9wQ+/vjjPRZb7+/McI5lBhhBzd133+0hV3jFFVc4ygSePHmyuCNfvnx5m97fEYvtZ599hscff9xn/K677vJrEfK2bEeMGNGmeJ33Ih0REYFhw4Y5Pv/R8I6fDhw4sN2OXV1djZkzZ2LDhg2tY2FhYbj//vv9Xmi7Cvfee6/PvD7s4XGK93fiPTcM59hiawQt8+bN81BPio+P90uUX/qxaYsyjta7tr3Ytm0bbr31Vp9+vNOmTcMll1zi1zG9fxjb6gr2XqSzsrICkhSzd+9ej9cZGRntctyamhrMmjULX3/9detYeHg4Hn74YVx66aXtco5g5cknn2ztBXyYK664AldddZVfx/NebKurq306UxnOMDeyEZQ0NTXh+eef9xi7+OKL21xzeiSSddaWXrha79r2IC8vD7NmzcL+/fs9xseMGYMHH3zQr2Pu27fPJx7a1sXWe5EOhAsZgEcMHACSkpKO+Zg1NTWYOXOmR1Z2ZGQkHnvsMb+aTnjTlhrVtvD000/7SFQeK/PmzcNzzz3nMXb66afjrrvu8vuYiYmJPmMFBQWIj4/3+5jdHbNsjaDkv//9r8+P8kUXXeTXsbw78wDwsSQlAulCLi4uxlVXXeVjYQ8fPhwvvvgiYmJi/Dqu5O5ry6JZV1eHXbt2eYwFIjkK8BXuSEhIOKbjHThwAD/72c98yp9OOeWUdllog5mlS5fivvvu8xgbOXIkHn/8cYSHh/t9XOk7kQRXjLZji60RlPz3v//1eD1o0CC/dXO9M3wBIC0tTX2Pk961TiktLcVPf/pTH3fqcccdh5dffvmYrAfvxTYmJgaDBw8+6vs2b97sswEJ1GLr7VXwd2NxmLlz54rJS5988gk++uijYzp2MLNhwwbcdtttHuVtqampeP7554+5c5L0nbTFG2RwbLE1gg63242VK1d6jE2YMMHv43kvagCOWgbRlt61/lBeXo6rr77ax4ocPHgw5syZc8xWnnfcdfjw4W2ycLzfFxYWhuOPP/6YroVxZEMHQPY8OEHzUtx3330h2Q947969uO666zzKkXr37o0XXnihXTK7pVi9LbbHhi22RtCxefNmnwf7WBKTvBc2AEe19gLhQq6srMTMmTOxdetWj/GBAwdizpw57RK7lDKR28KR2buHr6l3797HfD0S3nFvqXWiP/Tq1QvXXXedx1hZWZmPm7WrU1lZiWuuuQalpaWtYxEREXjyyScxfPjwdjlHe30nxv9hi60RdOzZs8dnbNCgQX4fz9tKTklJURfbtvSudcr+/fsxc+ZMn7KXAQMGYM6cOe1ijVRUVKCgoMBjzN9M5EAlRwHwcXF6W7r+EBcXh7/85S+4/fbbfVTFPvzwQ5+wRFeloaEBN9xwg88G8je/+U27Sl5KVmwgWkp2J2yxNYIOye17tBgro7a2FmvXrvUYO5rWcHv3rj1ckuIdT01PT8fcuXORmprq97GPxN/kKLfbjR07dniMBSpeC/gutsfqnnS5XJgzZw7GjRsH4FBttnerwvvvv7/LJ/i0tLTgV7/6lUcuAQD87Gc/w2WXXdau55I2QMcaB+7u2GJrBB1SjC0iwr8qtffee8/nh+NosnPt6UI+nCnrrcCTmpqKOXPmOJLQOxre1mlUVBSOO+64o75vy5YtPklkgVxsvePSxxpTvfzyyz02FQkJCbjnnns8/k9lZSXuvffeYzpPZ/Pwww/79Cs+++yz8ctf/rLdz1VWVuYzdqz5BN0dW2yNoENqVO3dUKAtHDx4EK+//rrHWEpKirp4tmfv2rq6Olx33XU+mbIpKSmYO3duu4k5HMbbsh0yZEibmn5LFnEgF1tvwQSpS5MTpNrnadOm+TRjWLx4sdhVqSvw0ksvYe7cuR5jOTk5+MMf/tCutd+Hkb6Ttkh+GhxbbI2gQ8qElJKcjsa7777rs5D86Ec/Uq3k9updW19fj+uvvx6rVq3yGO/Xrx/mzJkTkB8uf+Ou3u8bMGBAQMUL2nuxZfzud79DXFycx9hDDz3UJvWwYOK9997zaHkHHFLdev755wPW9s77O0lOTjY38jFii60RdEhauV988YWjYxQWFuLRRx/1GEtJScGVV16pvq89ete63W7cdNNNPo0F+vXrh7lz57ap7tUp1dXVPrHuYEyOAg5Z3Eeyc+fONomMOCUlJcWnc87+/ftx9913t/u5AsWqVaswe/Zsj+xgl8uFP//5zwF163pnzHt/Z4ZzbLE1go7DiS5H8vbbb7e5xVlNTQ1uuukmn1jgb37zm6MmOh1r71q3241bbrnFRxA+MTERc+bMCUh7PuDQgulPx56DBw/6JEe1Jc57LHj3rpXUq9qLSy65BBMnTvQYW7ZsWZtbLHYm27dvx0033QS32906FhMTgxdeeCFg8+gw3lnzgeg33N2wxdYIOjIyMjB06FCPsbKyMvzmN785av1fYWEhfvzjH/u4jy+55JKjLpzH2ru2qakJt99+u0fMFziUWDJnzhy/FbDagr8de4qLi302MZIubnuSkpLi40b3rvNtTx588EEfRaRHHnnERw40mCgpKcE111zjIf4fGRmJp556CmPHjg3ouZuamjwacADHJipjHMIaERhByS233OIj/P7vf/8bVVVVmD17to/1VVxcjLfffhsvvviiz+Jx+umn43e/+91Rz3msWch/+9vf8PHHH/uMp6Sk4Omnn3Z0LG+eeuop9e/ei21bO/YcKYxwmHXr1uHyyy93doEOOeWUUzzqqb/44gvMmDEjIOfKyMjAbbfdhocffrh17MCBA7jrrrvwyiuvBCTB6Fi59tprfWqmp0yZgr179+LPf/4zGhoa0NTUhMbGRkcCFOedd95Re9uuXbvWI4O/d+/e7d7tqjtii60RlHzve9/Daaed5mMlfvLJJ/jkk08waNAgDBgwAD169EBxcTG2bdsm/uicc845ePTRR9skWXisi21NTY04vmnTJh+3XHvjb9xV0o1+9913UVBQgEGDBqFHjx544IEH2uUaj+S8887DG2+80fr6SBGRQPCTn/wEH3zwgUdm+IoVK/D6668HfGPhD9J8WbRokU+YwylDhgw56mLr/V2cddZZ7SJV2t0xN7IRtDzxxBPIyckR/7Z7924sX74cy5Ytw9atW30W2sjISNx555148sknER0dfdRzdUTv2kBRW1uL3bt3e4y1NTmKSUSuWrUK8+bN87Gu2osJEyZ4ZHkXFRVh27ZtATkXcEjr+aGHHvJZNB577DFRsaw7451v4K3IZfiHLbZG0BITE4O5c+fixhtvbFO9KHAoVnnRRRfh/fffd9Q4O9C9awPJpk2b0NLS4jHW1sU2IyMDY8aMoX8fNWrUMV0bIywsDOeff77H2Pvvvx+Qcx0mOzsbN954o8dYbW0t/ud//sfn/nVX8vPzPQRYkpOTj6q4ZrSNHgdNcdroAhQXF2PhwoVYsmQJ9uzZg7KyMtTV1cHlciEhIQFDhw7FpEmTMGXKFL8E/a+44gqPmti//OUv7ao1G0jcbrePC9vlciEsrG176dLSUjz55JNYtmwZSktLERUVhX79+mHs2LGYNWtWwMo+8vPzcdZZZ7WW/QwaNMhHIcnoWP785z/jj3/8Y+vrX/ziF7j++us78YpCB1tsjW5PRUUFJk2a1PqjHxsbi88//9ziVB3Arbfeig8++KD19bx587qM+z4UOf/881trbKOjo7FkyRIfnWnDP8yNbHR7AtW71jg6s2bN8nj92muvddKVGCtXrvQQs7joootsoW1HbLE1uj2B6F1rtI0TTjjBQ6XrvffeC8lm712BV199tfXf0dHR5j5uZ6z0x+j2nHjiiR4JRcfau9Zwxm233YbFixejpaUFbrcbr732mk+NtRFY9u7di4ULF7a+vvzyy/3SBDc4FrM1DKPTuffee1slFOPi4rBo0SL06dOnk6+q+3DnnXdi/vz5AA4pnn3wwQcBbUbRHTE3smEYnc4dd9zRGh+srq7GnDlzOvmKug979+7Fv/71r9bXs2fPtoU2ANhiaxhGp+NyufA///M/ra9feeUVUUrSaH+eeOKJ1n7REyZMCJhsZnfHFlvDMIKCGTNm4JxzzgFwSPry8ccf7+QrCn3WrFmD//znPwCA+Ph4n7aURvthi61hGEHDAw88gPT0dADAO++8E9BuQN2dgwcP4qGHHmp9ff/99yMtLa0Tryi0sQQpwzAMwwgwZtkahmEYRoCxxdYwDMMwAowttoZhGIYRYGyxNQzDMIwAY4utYRiGYQQYW2wNwzAMI8DYYmsYhmEYAcYWW8MwDMMIMLbYGoZhGEaAscXWMAzDMAKMLbaGYRiGEWD+P4Pa1PCWngnOAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 500x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initial plot and extraction of data. This plots the data exactly as is from \n",
    "# SingleSpin notebook and serves as a reminder of what are we working with\n",
    "\n",
    "\n",
    "N = 30\n",
    "average_number = click_array.shape[0]\n",
    "cycle_time=(time_axis[1:]-time_axis[:-1]).mean()*1e-6\n",
    "time_hist=time_axis.reshape(N, int(time_axis.shape[0]/N)).mean(-1)*1e-6\n",
    "t_step = time_hist[1]-time_hist[0]\n",
    "\n",
    "integration_index=10\n",
    "integration_index_bg=1\n",
    "excess=(click_array.mean(0)[:,:integration_index].sum(-1)-0*click_array.mean(0)[:,-integration_index_bg:].mean(-1)*integration_index)*t_step\n",
    "\n",
    "x = np.round((freq_range-Photon_IF)/1e3,0)\n",
    "chunk_size = 200\n",
    "excess = click_array[:,:,:integration_index].sum(-1)*t_step\n",
    "excess_chunked = chunk_average(excess, chunk_size)\n",
    "\n",
    "################### 2D Plot ###################\n",
    "total_time_freqsweep = (15*60 + 50) - (12*60 +19) # minutes\n",
    "time_elapsed = np.linspace(0, total_time_freqsweep, excess_chunked.shape[0]).round(0)\n",
    "index_sweep = int(excess_chunked.shape[0] * 150 /total_time_freqsweep)\n",
    "print(index_sweep)\n",
    "plt.figure(figsize=(5,9), tight_layout=True)\n",
    "fn.plot_2d_sweep(\n",
    "    excess_chunked[-index_sweep:], \n",
    "    x=x,             xlabel = r'$\\delta / 2\\pi$ (kHz)',\n",
    "    y=time_elapsed[:index_sweep],\n",
    "    cmap = \"Blues\", clabel=False,\n",
    "    horizontal_ticks = True, fontsize = 35, \n",
    ")\n",
    "plt.xticks(*heatmap_ticks(x, [-50, 0, 50]))\n",
    "plt.yticks(*heatmap_ticks(time_elapsed[:index_sweep], [0, 75,  150], flipped=True))\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "for _, spine in plt.gca().spines.items():\n",
    "    spine.set_visible(True)\n",
    "#plt.savefig(f'{FIGURE_PATH}b_2d_map.pdf')\n",
    "\n",
    "spectra_times = np.linspace(0, total_time_freqsweep, excess.shape[0])\n",
    "spectra_time = np.diff(spectra_times).mean()\n",
    "print(f'Integration window {time_hist[-1]:.2f} ms' + \n",
    "      f'\\nNumber of frequency points {len(freq_range)}' + \n",
    "      f'\\nSpectra time {spectra_time*60_000:.1f} ms (expected: {time_hist[-1]*len(freq_range):.2f} ms)' + \n",
    "      f'\\nChunk time {spectra_time*60*chunk_size:.1f} s')\n",
    "\n",
    "excess_list.append(excess_chunked[-index_sweep:])\n",
    "time_list.append(time_elapsed[:index_sweep])\n",
    "freq_list.append(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(545, 51)"
      ]
     },
     "execution_count": 1154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "excess_chunked.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "23.22935779816514"
      ]
     },
     "execution_count": 1155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time_elapsed[-1]/len(time_elapsed)*60"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initial plot and extraction of data. This plots the data exactly as is from \n",
    "# SingleSpin notebook and serves as a reminder of what are we working with\n",
    "index_sweep = int(excess_chunked.shape[0] * 150 /total_time_freqsweep)\n",
    "\n",
    "plt.figure(figsize=(13,3), tight_layout=True)\n",
    "fn.plot_2d_sweep(\n",
    "    np.flip(excess_chunked[200:524], axis=1).T, \n",
    "    y=x,             #xlabel = r'$\\delta / 2\\pi$ (kHz)',\n",
    "    x=time_elapsed[:324],\n",
    "    cmap = \"Blues\", clabel=False,\n",
    "    horizontal_ticks = True, fontsize = 35, \n",
    ")\n",
    "plt.yticks(*heatmap_ticks(x, [-25, 25], flipped=False))\n",
    "plt.xticks(*heatmap_ticks(time_elapsed[:325], [0, 50, 100,  150], flipped=False))\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "for _, spine in plt.gca().spines.items():\n",
    "    spine.set_visible(True)\n",
    "    \n",
    "plt.savefig(f'{FIGURE_PATH}b_2d_map.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1166,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "manual_correction_points = np.array([\n",
    "    [0, 0],\n",
    "    [18, 25],\n",
    "    [0, 70],\n",
    "    [7, 150],\n",
    "    [8, time_elapsed[-1]]\n",
    "])\n",
    "\n",
    "manual_correction = np.interp(time_elapsed, manual_correction_points[:,1], manual_correction_points[:,0])\n",
    "\n",
    "est_array = []\n",
    "std_array = []\n",
    "for i in range(excess_chunked.shape[0]):\n",
    "    y = excess_chunked[i]\n",
    "    guess = [x[np.argmax(y)], (x[-1]-x[0])/5, max(y), 0]\n",
    "    try: est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "    except RuntimeError: est = guess; std = np.array(guess)*0+10\n",
    "    est_array.append(est)\n",
    "    std_array.append(std)\n",
    "    \n",
    "est_array = np.array(est_array)\n",
    "std_array = np.array(std_array)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(10,5), tight_layout=True)\n",
    "ax[0].plot(est_array[:,0], time_elapsed, '.')\n",
    "ax[0].set_xlabel('Frequency (kHz)')\n",
    "ax[0].set_ylabel('time (min)')\n",
    "ax[0].plot(manual_correction, time_elapsed, 'k--')\n",
    "\n",
    "ax[1].plot(est_array[:,0]-manual_correction, time_elapsed, '.')\n",
    "ax[1].set_xlabel('Frequency (kHz)')\n",
    "\n",
    "fullplot_time = np.linspace(0, total_time_freqsweep, excess_chunked.shape[0])\n",
    "fullplot_index = [200, 524]\n",
    "central_freqs.append(est_array[:,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x17c45d2b0>]"
      ]
     },
     "execution_count": 1158,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.stats import norm\n",
    "\n",
    "threshold = 13\n",
    "center = est_array[:,0]\n",
    "diff = np.diff(center, prepend=0)\n",
    "mask = np.abs(diff) < threshold\n",
    "mask_neg = diff <= -threshold\n",
    "mask_pos = diff >= threshold\n",
    "\n",
    "fig,ax=plt.subplots(1,2, figsize=(12, 6), tight_layout=True)\n",
    "ax[0].tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "ax[1].tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "\n",
    "ax[0].plot(center, time_elapsed, '.', label='Lorentzian center')\n",
    "ax[0].plot(diff, time_elapsed, '.', label='Differential')\n",
    "ax[0].vlines( threshold, time_elapsed[0], time_elapsed[-1], 'k')\n",
    "ax[0].vlines(-threshold, time_elapsed[0], time_elapsed[-1], 'k')\n",
    "ax[0].legend()\n",
    "\n",
    "drift = diff[mask]\n",
    "jump_drift_neg = np.abs(diff[mask_neg])\n",
    "jump_drift_pos = np.abs(diff[mask_pos])\n",
    "jump_drift = np.append(jump_drift_neg, jump_drift_pos)\n",
    "bins = np.linspace(-10, 10, 16)\n",
    "hist_drift = ax[1].hist(drift-drift.mean(), bins=bins, alpha=0.5, density=True, color=fn.colors[0])[0]\n",
    "hist_jump = ax[1].hist(jump_drift-jump_drift.mean(), bins=bins, alpha=0.5, density=True, color=fn.colors[1])[0]\n",
    "\n",
    "x = np.linspace(bins[0], bins[-1], 1000)\n",
    "\n",
    "popt_drift = norm.fit(drift-drift.mean())\n",
    "plt.plot(x, norm.pdf(x, *popt_drift), color=fn.colors[0])\n",
    "\n",
    "popt_jump = norm.fit(jump_drift-jump_drift.mean())\n",
    "plt.plot(x, norm.pdf(x, *popt_jump), color=fn.colors[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(545, 51)"
      ]
     },
     "execution_count": 1159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "excess_chunked.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell performs the classification of the states by simply setting \n",
    "# upper and lower boundries for each possible state.\n",
    "\n",
    "# To calculate the boundries we sort the center of the lorentzians and\n",
    "# observe that there are distinct regions where each lorentzian can be located\n",
    "# We can extract their boundries using a threshold in the derivative of the sorted list\n",
    "# This is done using the \"derivative_bound\" function, we require that thresholds should have a point spacing>3\n",
    "\n",
    "f = np.array(est_array[:,0]-manual_correction)\n",
    "s_f = np.sort(f)\n",
    "large_deriv_points = derivative_bound(s_f, derrivative_lower_bound=1,point_spacing=2)\n",
    "jumps_f = np.append(large_deriv_points, s_f.shape[0])\n",
    "\n",
    "centers, ranges = [], []\n",
    "start = 0\n",
    "for end in jumps_f:\n",
    "    section = s_f[start:end]\n",
    "    centers.append(section.mean())\n",
    "    ranges.append([section.min()-0.5, section.max()+0.5])\n",
    "    start = end\n",
    "    #print(ranges)\n",
    "    \n",
    "centers = np.array(centers)\n",
    "ranges = np.array(ranges)\n",
    "\n",
    "plt.plot(np.diff(s_f))\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(s_f, '.')\n",
    "plt.vlines(jumps_f, min(f), max(f), color='k')\n",
    "#plt.hlines(centers, 0, len(f), color='k', linestyle='dashed')\n",
    "plt.hlines(ranges[:,1], 0, len(f), color='r', linestyle='dashed')\n",
    "plt.hlines(ranges[:,0], 0, len(f), color='b', linestyle='dashed')\n",
    "plt.xlabel('Arbitrary index')\n",
    "plt.ylabel('Sorted lorentzian center (kHz)')\n",
    "plt.show()\n",
    "\n",
    "def clasify_states(frequencies, ranges):\n",
    "    states = []\n",
    "    for f in frequencies:\n",
    "        assigned_state = -1\n",
    "        for ii, (min_range, max_range) in enumerate(ranges):\n",
    "            if min_range <= f and max_range >= f:\n",
    "                assigned_state = ii\n",
    "                break\n",
    "        states.append(assigned_state)\n",
    "    return states\n",
    "\n",
    "states = clasify_states(f, ranges)\n",
    "states_freq = [centers[i] for i in states]\n",
    "delta_freq = states_freq - f + manual_correction\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(f+manual_correction, '.')\n",
    "plt.plot(states_freq,'k.')\n",
    "plt.xlabel('Chunk index')\n",
    "plt.ylabel('Fit lorentzian center (kHz)')\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(states_freq - f, 'r', alpha=0.3)\n",
    "plt.plot(manual_correction, 'k--', alpha=0.5, label='manual_correction')\n",
    "plt.plot(delta_freq)\n",
    "plt.xlabel('Chunk index')\n",
    "plt.ylabel('Drift (kHz)')\n",
    "plt.legend()\n",
    "plt.title(f\"Standard deviation of drift  = {np.std(delta_freq):.2f} kHz\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1161,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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N8niMpwrj4+O1ePHiKPQIiDy+B4B9vgdOp1O7d+9Wp06d1LixySmaP/HrdH3jxo1r/LVQW8XEmJ8GiYmJUfv27SPcGyA6+B4A9voenHvuuX49j/vkAQCwKUIeAACbIuQBALApQh4AAJsi5AEAsClCHgAAmyLkAQCwKUIeAACbIuQBALApQh4AAJsi5AEAsClCHgAAm/JrgZq67M4771RFRYWhHhvL7xvUH3wPgPr5PfBrqVkAAFD32PfnCwAA9RwhDwCATRHyAADYFCEPAIBNEfIAANgUIQ8AgE0R8gAA2BQhDwCATRHyAADYFCEPAIBNEfIAANgUIQ8AgE0R8gAA2BQhDwCATdl+PfnKysvLNWDAAG3YsOFY7dprr9Wjjz5qSfulpaX68MMP9c0332jTpk3Ky8tTcXGxHA6HMjMz1aZNG3Xs2FFXXnmlGjdubMl7Ambcbrc++eQTrV27Vhs2bFBubq6KioqUkJCgRo0aqXXr1rrooovUvXt3NW3aNNrdBYL2xx9/qFevXiosLDxWmzlzpvr06RNy2/v27dP777+v77//Xj/99JMKCgpUVlamlJQUnXTSSWrXrp26dOmibt26KTExMeT3s1q9W0/+ueee0+zZs31qVoS82+3Wiy++qFdffdXng1aVpKQk9e/fXyNHjlRqampI7w38mdfr1aJFizRnzhzl5ubW+Pz4+Hj17t1b9913n4477rgI9BCwjtfr1dChQ/Xll1/61EMN+YMHD+qxxx7T+++/L4/HU+PzMzMzddddd6l///6Kja09J8lrT08iYMuWLXruuecsb3ffvn264YYbNHv2bL8CXpIOHz6s+fPnq3fv3tq2bZvlfUL9VFxcrKFDh+qhhx7yK+AlyePxaMmSJerRo4fWrl0b5h4C1lqwYIEh4EP13XffqUePHlq2bJlfAS9Jubm5evjhh3XrrbeqoKDA0v6Eot6EvMvl0vjx4+V2uy1td+/evbrxxhu1ZcuWoF6fk5Ojm266KejXA0cVFRVpyJAhQe/wCgoKNGzYMK1evdringHh8euvv+qJJ56wtM2vvvpKt912mw4ePBjU69euXashQ4b4fcAXbvXmmvzTTz+tn376ydI2XS6XRo0apV27dhm2tW/fXtddd53OPPNMNWnSRAcOHNCGDRu0ePFi/fzzzz7PLSoq0p133qn33ntPGRkZlvYR9ceECRO0adMmQ71ly5bq27evzjvvPGVmZqqgoEBbt27VO++8ox9++MHnuW63W6NHj9ayZct08sknR6jnQODKy8s1YcIElZWVWdbmrl27NHr0aB0+fNinHhMTo65du6pXr1465ZRT1KBBA+3du1erV6/WkiVLdODAAZ/nb9u2TWPHjtXzzz+vmJgYy/oXjHpxTX7dunUaNGiQKioqTLcHe03+qaee0gsvvOBTi42N1T/+8Q/deuutpn/ciooKPffcc3ruuedUXl7us+3vf/+7Hn/88YD7Abz11lt68MEHDfVbbrlF9957b5UDgt566y3NmDHDsFM7//zztWDBgrD0FbCC2fiqPwvmmnz//v21fv16n1qjRo00a9YsXXLJJaavKSoq0qRJk/Txxx8btk2fPl3XX399QH2wmu1P15eUlGj8+PFVBnywcnJyNH/+fEN90qRJGjp0aJW/3mJjYzVixAhNmTLFsG358uXauHGjpf2E/RUXF5vu7G699VZNmDCh2hG//fr10zPPPKO4uDif+rp160x3WkBtsHXrVsvHV33wwQeGgE9OTta8efOqDHhJSktL0+zZs9WzZ0/DtqefftrSMw3BsH3Iz5w5U7t377a83RdffFFOp9Ondvnll+umm27y6/X9+vXTjTfe6FPzer2GMwNATd58803l5eX51Nq3b6+xY8f69fouXbrovvvuM9T5LKI2crlcGjdunOXjq+bMmWOojRkzRmeddVaNr42JidHMmTPVrl07n/qBAwf09ttvW9bHYNg65D///HPDf+Azzzwz5HZLSkq0fPlyQ3306NEBtTNmzBg1aNDAp7Zq1Srt27cvpP6h/vB6vVq8eLGhPnLkyIBu4xkyZIiaN2/uU9u8ebPPfBJAbVB5fFV8fLxOP/30kNr89ttvtXPnTp9aZmamBg4c6HcbiYmJGjdunKG+aNGikPoWKtuGfH5+viZPnuxTu/DCCzVgwICQ2161apVKSkp8ah06dNCpp54aUDtpaWmGUzzl5eX64IMPQu4j6of169fr999/96mdcMIJ6tKlS0DtxMfHq1+/foa62Y9ZIFrWrVtnuEw6fPhwnXbaaSG1u2LFCkOtT58+SkhICKidiy66SK1atfKp7dy503RAbKTYNuQr3yeckpKiGTNmWDLS0ewWo8suuyyoti6//HJDbdWqVUG1hfrH7LPYrVu3oCbjMPsMf/bZZ0H1C7BaSUmJJkyY4DO+ql27drrzzjtDbnvNmjWGmtm+2R+1bZ9uy5Bfvny5PvroI5/ahAkT1KJFC0vaN5sw5MILLwyqrXPPPdewQ16/fr1htDNgxsrPYlZWlmGq5ZycHP32229BtQdYaebMmT63KyckJOjRRx8N+Gi7st9++0179uzxqaWkpKh9+/ZBtXf++ecbal999VVQbVnBdiG/b98+TZs2zafWqVMn01ORwTh48KD279/vUwvlmlBqaqpatmzpU/N4PEyOgxp5vV5t377dUA9l3InZjo07PhBtX3zxhWF81ciRI9W2bduQ2zabcbRdu3aGO078dcYZZxhqW7du9XvmPKvZLuQnTpyoQ4cOHXuclpam6dOnW9Z+5YlsJKl58+YhLUxQOeQlWT5xD+wnJydHpaWlPjWHw6FmzZoF3SafRdQ2+fn5mjRpkk/t7LPP1m233WZJ+2b79KysrKDbO+644wzrkRw+fNgwdiZSbBXyCxYsMFxbmTx5sk488UTL3sPs1GWolwHMdsrhuO0P9mL2WWzWrFlIi2NUHmEv8VlEdD388MM+46scDoceffTRoI+0KzP7Hpl9DwJRm/bptgn57OxswxzG3bp10zXXXGPp+5gt+nH88ceH1KbZyl979+4NqU3YX+WpNKXQP4tNmjQx1PgsIlpWrFihDz/80Kd277336pRTTrHsPey+T7dFyJeXl2v8+PE+py4zMjL0yCOPWP5elScdkcx3jIFo1KiRoVabVjFC7WQW8nwWYRf79u0z7MMvuOACDR482NL3idQ+/c+XkSPJFiH/4osvGqYjnDJlSljWxs7PzzfUQl0PvvKEOJJqzQpGqL34LMLOKo+vSklJ0cyZMy1fqz1S36NohXxQq9DNmjXLdOW1cHjooYcMt/X82bZt2/Q///M/PrWrrrpKV199dVj6U3kqW+nIhy8UycnJhhq30KEmkfosRnvubdQ/ZuOrxo4da9lt0H9m9316UCG/du1abd682eq+mBo3blyVIe9yuTR27FifOYyPO+4408VfrOJyuQy1UAeAxMcb/wxWz8sM+4nUZzFat/6gfjIbX9WxY8eAppgNhNn3yOx7EAiz72G09ul1+nT97NmzDbf3TJ061fR6iFXMdnihfiDYsSIYfBZhN2bjq1JTUy29Dboys893qD+WzSbo4T75AH3//fd65ZVXfGrXXHNN0NPL+stsWlyv1xtSm5XXlZdC/5DB/vgswm5eeuklw/iqiRMnqmnTpmF7T7t/j+pkyJeWlhrmMD7xxBMNEyaEQzh+oZl9IEKZXAf1Q6Q+i6FOGwr4Y9u2bXr22Wd9al27dtV1110X1vc1+3ybfQ8CUZv26UGd21uyZInV/QjIo48+apg9aNq0aUpPTw/7e5v9oUK91mL2enasqInZZ9Hs+mIgzD6L/OBEuJmtEZ+RkaGpU6eG/b0TExMNg+Ls9D2qc0fyX3zxhd566y2fWr9+/XTJJZdE5P3NfkhUXnY2UGavN7sFA/gzs89i5WluA8VnEdEwe/ZswzoMDzzwQMiT0vjD7t+jOhXyBQUFhlPyzZo10/jx4yPWh4yMDEOtqKgopDbNXh+Oe/xhL2YDTPksoq4xG1915ZVXqmfPnhF5f7N9eqhzQ5h9j0KdYCdYdSrkK89hHBMTo5kzZ0b0F5LZL0uzmccCEY6Zy2B/mZmZhhqfRdQlZuOrmjRpooceeihifTD7HpnNghcIs+9RtH4sh3a/TYStXLnS57HX67VkisOlS5dq6dKlhvrrr7+uv/71rz41s8kY9u3bF9L7V166VlJYR5PCHvgsoq7buHGjYXxVXl6eLrroopDbvv/++3X//fcb6pUvC0Tqe2TlQmmBqFNH8rXBX/7yF0MtOzs7pDbNVkFq3bp1SG3C/k4++WTD7T979+4NadAQn0XUN2bLK5t9D/zldDoNi9HExMSEtHxtKAj5AJ1yyimGKQv37dsX9LzEXq9XO3bsMNRPPfXUoNpD/dGgQQPDj86Kigrt3Lkz6DbN1o7nswg7a9eunaFmtsa8v3bs2OFz+UE6snRtqFPlBouQD1BcXJzph+LHH38Mqr2dO3caBmk0bdqUU6Twy1lnnWWobdiwIai2iouLDT8QEhMT1b59+6DaA+qC008/3XDL8o4dO4IeYf/DDz8Yah06dAiqLSvUqWvylRcsCMbKlSs1Y8YMn9pVV11lOpFOw4YNTdu4+OKL9f333/vUVq9eHdRtfKtXrzbUOnbsGHA7qJ86duyo5cuX+9RWr16t/v37B9zWV199ZZjE47zzzjNdbAOwQocOHSzZr0+fPt2w7vzEiRP9WqgsKSlJ5557rr755ptjNY/Ho6+++kqXX355wH0x26d36tQp4HasUqdC3mwUZKDS0tIMtaSkpIDa7tatm2FmppUrV2rcuHEBzx1eeQd9tH3AH507d1ZcXJxPOK9evVr5+fkBr+HAZxGRlpiYaMl+PSkpyVBLS0vzu+1u3br5hLwkrVixIuCQP3jwoL788kufWkJCQsTmcTHD6fogtGvXTm3btvWp5ebmBjwT4BdffKEtW7b41DIzM9WlS5eQ+4j6oXHjxurcubNPzel0av78+QG1s337dq1atcqn5nA41Lt371C7CNR6vXr1Mpyy//TTT03HS1Xn5ZdfNgx8veyyy6pdLj3cCPkg3XjjjYbarFmz/B70tH//fj344IOG+sCBA0NeSQz1y0033WSovfzyy/r222/9en1JSYnGjRtnOFXfq1cv04lCALtp0qSJrrzySp+ax+PR2LFj/b42v3btWr322muG+qBBgyzpY7AI+SD16dNHJ598sk+tsLBQt99+u+G+z8oOHDig4cOH648//vCpZ2Zm6uabb7a6q7C5Tp066YILLvCpud1ujRgxQps2bar2tSUlJRo1apS2bdvmU09KStKoUaMs7ytQW40YMcJwgLVlyxbdc889NU5d/uOPP2rUqFGGOeu7du2q888/3/K+BoKQD1JCQoIefvhhw33Ku3fv1rXXXqvFixfL6XT6bPN4PFq5cqWuueYaw2l6SZo8eXLUbrNA3TZlyhQ5HA6f2qFDh9S/f3/NmzfPcAeH1+vVmjVr1KdPH9OBT6NHj9YJJ5wQ1j4DtUmrVq00bNgwQ/2LL77QddddpzVr1hiWoC0qKtK8efM0cOBAw1S4qampEVkZtSacFw7BxRdfrOHDh+v555/3qRcXF+uBBx7QE088oTPPPFPHH3+88vLytGXLFp9pef9s0KBB6t69eyS6DRtq06aNHnjgAU2ePNmn7na79eSTT2ru3Lk666yz1LRpUx06dEjbt29XTk6OaVuXXXaZbrnllkh0G6hV7r77bn3//feGS12//vqrhg4dqmbNmqlt27Zq2LCh9u7dqw0bNqisrMzQTkxMjGbMmGE6m16kEfIhGjNmjEpKSvTGG28Yth06dMiv20P69u2riRMnhqN7qEf69u2rwsJCzZo1y3DEUVpaqq+//rrGNrp06aKnn37acIYKqA8SEhL03HPPafjw4YbbpCUpJyenyh/HR8XGxmr69OmGa/zRwul6C0yePFnTpk0LeKGc5ORkTZw4UY888ohiY/lTIHRDhw7Vc889F/BiGPHx8brjjjs0Z84cw2l/oD5JS0vTq6++qsGDBwe8Xz7ppJP08ssvq0+fPmHqXeA4krdI3759ddlll+m1117TkiVLTBcoOCojI0N9+vTRoEGDdNJJJ0Wwl6gPunXrpr/+9a9asGCB3nnnnWrXVmjQoIF69uypwYMHM0c98L8cDocmTZqkvn376pVXXtHHH39c7Sj7li1basCAAerbt2/U1o2vSoy38nk9WGLHjh3atm2b9u3bJ6fTqZSUFDVq1Ejt2rVT69atOR2KiPn999+1ZcsW7d27V2VlZUpOTlZGRobatGmj008/XXFxcdHuIlCrud1ubdq0STt37tTBgwdVXl6u9PR0HXfcccfGutRWhDwAADbFhWAAAGyKkAcAwKYIeQAAbIqQBwDApgh5AABsipAHAMCmCHkAAGyKkAcAwKYIeQAAbIqQBwDApgh5AABsipAHAMCmCHkAAGyKkAcAwKYIeQAAbIqQBwDApuKj3QGgNjh06JDWrl2r9evXKzs7W9nZ2SosLFRpaamcTqcSExOVnJys1NRUnXzyyWrZsqU6dOigzp07Kz09PdrdBwBTMV6v1xvtTqD+qKioULdu3bR3717DtlatWumjjz6KaH+++eYbvfrqq/riiy9UUVER8Ovj4+N15ZVXauTIkWrVqlUYeggAweN0PSJqzZo1pgEvSb/++qv++9//RqQfhw4d0pgxYzR48GB99tlnQQW8JHk8Hn3wwQeaO3euxT0MzMGDB9WpUye1bdtWbdu21T333GP6vG+++ebYc47+b9CgQWHv37PPPmt4327duoXlvbp162Z4r2effTYs7xWsNWvW+PTv3XffjXaXYFOEPCKqpp1ZJHZ2BQUFGjhwoFauXGlZm+3atbOsrWA88MADys3NlSQlJSVp3LhxUe0PqtepUyd17dr12ONp06Zp165dUewR7Ipr8oiYgoICrVq1qtrnfPjhh5o0aZJSUlLC1o/Ro0drx44dpttOP/10nXXWWWrevLkaNWqkpKQkVVRUyO12q6ioSPv379fu3bu1detWn53yGWecEbb+1mTx4sX69NNPjz0eOnSoTjrppKj1B/6ZMGGC1qxZI7fbrdLSUo0dO1YLFixQXFxctLsGGyHkETHLly+Xy+Wq9jklJSX66KOP1KdPn7D04ZNPPtHXX39tqF9xxRX6xz/+ob/85S9+t7Vr1y4tW7ZM//rXv3TaaadZ2c2A+jBz5sxjjzMzM3XbbbdFpS8ITMuWLTVgwAC9/vrrkqT169dr3rx5uvPOO6PcM9gJp+sRMUuWLDHU0tLSDLVwnrJ/8803DbUePXro2WefDSjgJalFixYaOXKkPv74Y6WmplrVxYBMmzZNpaWlxx6PHj06rGdBYK27775bDRs2PPb4+eef57Q9LEXIIyI2b96srVu3GuoPP/ywobZu3Tr99ttvlvehrKxM3377raEe6pFvRkZGSK8P1qeffqrPP//82OOsrKywnQFBeGRkZPh8/g4fPqzp06dHsUewG0IeEWF2dN6hQwf16NFDWVlZhm1mR/2hys7OltvtNtTNarVdWVmZZsyY4VMbPXo013ProEGDBikzM/PY488++8xnjAUQCkIeYedyufT+++8b6r1795Yk/f3vfzdsW7p0qcrLy8PeN+nIyPQ9e/ZE5L2s8sYbbygnJ+fY49atW+uKK66IYo8QrOTkZN18880+tSeeeCJin3/YGyGPsPvkk0906NAhn1pCQoKuvvpqSVKvXr0UExPjs33//v1as2aNpf1o2bKlkpKSDPXt27erR48emjlzprZv327pe4ZDcXGxXn75ZZ/azTffbPhviLqjf//+PmMpfv31V61YsSKKPYJdEPIIO7NT9V26dDl2Lfukk07SBRdc4NfrQpGUlKTrr7/edFtpaanmz5+v3r17q1u3brr//vu1aNEi7dy509I+WOH1119XQUHBsccpKSnHfjChbkpNTdVVV13lU5s7dy5H8wgZIY+w2rNnj9auXWuoVz5Fb3bKftWqVTp48KCl/bn33nvVvn37ap+Tk5OjJUuWaMqUKbr66qvVqVMnTZw4UT/++KOlfQlGWVmZ5s+f71O7+uqr1aBBg+h0CJap/AP0t99+0wcffBCl3sAuCHmE1ZIlSwxTxjZs2FCXXnqpT6179+6GU+lut1vLly+3tD8NGjTQ66+/rp49e/r9mtzcXL377rvq27ev+vXrZ3qXQKS8//77hksfffv2jVJvYKVzzz1XrVu39qktXLgwSr2BXTAZDsLG6/Vq6dKlhnr37t2VmJjoU0tNTVW3bt0MU82+++67hkFJoTpw4IDKysqCeu0PP/yg66+/XnfffbfuuusuS/vlj8r3+Tdr1kznnHNOxN7/4MGDGjJkiH766SfDtltuuUUTJkyIWF+sMmjQINNbK60yc+ZMv29t7Nmzp/75z38ee7x+/Xpt27YtapMtoe7jSB5h8/XXX2v37t2Gutmp+arqP/30kzZu3GhZn1566SX17NlT//73v33qgQxa83g8mj17ts9Mc5GwadMmbd682afWuXPniL1/dQF/991318mAr20uueQSQ23RokVR6AnsgpBH2LzzzjuGWosWLXTeeeeZPr9Tp05q0qSJoW7FADyXy6Vx48Zp1qxZPvfFOxwOjRw5Ut99951Wrlypp59+Wvfee6969Oihpk2bVtvm/PnztXjx4pD75i+z67NmoRAOeXl5Gjx4sGnAjxs3TqNGjYpIP+yuffv2hu/Ahx9+yAA8BI2QR1gUFRWZTuhx9N54M/Hx8aajxD/44AM5nc6g++L1enX//ffrvffe86m3aNFCb7/9tkaMGKG0tDRlZWXp6quv1vDhw/XUU09p1apVmjNnjpo1a1Zl208++aSKi4uD7lsgKp99SEhI0N/+9rewv29eXp6GDBmin3/+2aceExOjKVOmaOjQoWHvQ10VGxsb0HTJMTEx6tixo0+toKAgYksww364Jo+wWLFihQ4fPmyoVxfy0pFT9m+88YZPrbCwUP/v//0/9erVK6i+PPHEE4bJeLKysvTaa6/5zDRWWWxsrC6//HJdeOGFuvvuu02v2xYUFOi9997TjTfeGFTf/LVjxw5lZ2f71M4888ywj6o/cOCAhgwZYli1Ly4uTjNmzNA111wT1vePhGeffTbkWQ9fe+01vfjii4b6pEmTqjxzVZW//e1vhgGnq1atMr3NFKgJIY+wMDvFfs4556hly5bVvu7MM89UVlaW4f70d999N6iQX7FihV566SWfWkZGhl544YVqA/7P0tPTNXfuXPXr1890idpPP/007CH/zTffGGrhXt72wIEDGjx4sOFvkZCQoCeeeELdu3cPqf2cnBy1bds2pDasEOraAytXrjR8xqQjAxFvuummgNsz+7ua/f0Bf3C6Hpb76aeftGnTJkO9pqP4o8wG4H399dc+07j648CBA5o2bZqh/vjjj6tFixYBtZWamqqJEyeabrNyYGBVNmzYYKiFM+Rzc3NNA97hcGjOnDkhB7xdfP311xo3bpy8Xq9P/corr9S4ceOCarN169ZKTk72qW3fvt30zBhQE0IeljMbcPfnaWxrYjbNrdfrDXjRmqlTp/rMDCdJXbt2VZcuXQJq56iOHTuqTZs2hnpRUZEKCwuDatNfZiFvtrCPFaoK+JSUFM2bNy/o/352s23bNo0YMcJwqv+cc87R448/rtjY4HavcXFxhuv4Ho/H9IczUBNCHpZyu92mc2537txZjRo18quNqqa5Xbp0qeGIqSpbtmzRxx9/7FOLiYnR2LFj/Xp9Vaq6vhrOkHe5XIbr8ZJqvPQRjKMB/8svv/jU09PT9eqrr0ZkoF9dsGfPHg0bNkxFRUU+9ZNPPllz5841XSMhEGaD9czubABqQsjDUlVNRVvVvfFVMXt+Tk6O6RS5Ziov4CJJF1xwQchHv4GMlLbK7t27DT9uMjIylJqaaun77N+/X4MGDTIEfOPGjfXaa69FdNKd2uzQoUO67bbbtH//fp96RkaG5s2bp8aNG4f8HmaXkwK9XAVIDLyDxcwG3KWnp6tr164BtdO9e3c98sgjhuuQ7777ri6++OJqX3vgwAF99NFHhvp1110XUB/MxMebf2WsDtw/M9u5m80nEIr9+/dr8ODB+vXXX33qqamp+te//hWWSwPNmjXTqlWrLG+3W7duYQtEp9OpO+64w3ApIzExUXPmzFGrVq0seR+zvy8hj2BwJA/L7Nu3z3R52KuuusowjW1Njk5zW9knn3xS46nxNWvWyOPx+NRiY2NN2wuU2aQkCQkJatiwYchtVyU3N9dQszLk8/PzNWjQIEPAS0eWtSVcjqioqNB9991nuGc9JiZGjz32mM4//3zL3svs71v5zAHgD0Iellm2bJlpCPo7qr4ys1P2TqezxnW2zX5onHbaaUpPTw+qH39mFngtWrQI61rupaWlhpqV98f//PPP+u2336rcPmnSJMOiOPXRI488ok8++cRQv++++yxf6tfs7xvseguo3wh5WMZs9Hvz5s0DngzkqGCnuV23bp2hFmwfKjObi99sxL2VzHbuDocjrO/5Z/v379fUqVMj9n610dy5c01XhOvfv7+GDRtm+fuZnfky+7EH1ISQhyXWrVtnejTYu3fvoI9yq5rmdvPmzdq2bZvpa4qLi7V3715D3apryma3MVl5mtaMy+Uy1KoaGxCqNm3amE7s8/777xvuVqgvli5d6rMy3FFdunTRgw8+GJb3TEhIMNRCnZUP9RMhD0tUdXQd7Kn6o6qaNrWq9/v9999N61bcbrZz507T6+Phvq3M7HYss+AP1RlnnKE33nhD999/v0499VTD9ilTpujAgQOWv29t9p///EeTJ0821Nu1a6enn35acXFxYXlfs7UaQr0tD/UTIY+QlZSUmI5mP/vss0MebXzGGWeYHoWvWLHCNOjMQliSTjjhhJD6IUlffvmloXbccceZBqKVUlJSDDWrr89ecMEFeu2119SoUSMlJCRo5syZhgDLz88P25FrbbRx40aNHj3aMIizadOmeuGFF8K6boDZ39fscwDUhJBHyFauXGl6vTDQe+OrYtZOfn6+6e1XJSUlpm1YccRldvbgsssuC7ndmpiFiZVTnLZq1UovvfSSz22AZ5xxhunqcv/+97+1dOlSy967tvr99981fPhww+c6LS1N8+bN0/HHHx/W9zf7+4Z7MSLYEyGPkJmFX0JCgq666ipL2jeb5raq961q3W1/Z8qryoYNG0zHAQwcODCkdv1hNrlKVWcsgpGZmWl6KnjkyJGmZ1GmT59uOu7BLvLy8jR06FDl5eX51BMSEvTMM8+E/cyNZP73tWKSHdQ/hDxC8ssvv2j9+vWG+iWXXGLZTqmqaW6//PJL7du3z6dW1dGO2aj4QDz55JOG2nnnnafTTjstpHb9YTbL3h9//BH2901MTNSMGTMMc7AXFRVp4sSJIf9wqo1KS0t1++23m47tmDp1ao0TMVnF7EdUNGZbRN1HyCMkZovRSNadqq+uvfLyci1btsynVtVp1J9//jno9/74449Nl/q87bbbgm4zEM2aNTPcUnX48GHT6YOtds4552jIkCGG+ldffWV6S1ld5vF4NHr0aNM7KEaMGKE+ffpErC9mIR+OtQpgf4Q8gubxeLR8+XJDPS0tLeBpbGvSvXt301PKle/Nz8rKMl39a+XKlUG9765du/TAAw8Y6l27drVkBj1/xMbGmu7gzWaoC4d77rnH9Chy1qxZpgvn1FUPPPCA/vOf/xjq11xzjUaOHBnRvpj9dz3llFMi2gfYAyGPoH3xxRem1w6vuuoqyydrqWqa299++81n8pvk5GSdddZZhuf9+OOPppPkVCcvL0933XWXYba35ORk09uqwsns37Rly5aIvHdSUpKmT59uGBdRVlam8ePHq6KiIiL9CKenn37adDKnzp07a9q0aRHtS0lJiWHOCYfDEZFLQ7AfQh5BC9e98VWp6hJA5X5UNeBv3LhxhvXlq5Kdna0BAwaYLu/54IMPqnnz5n61Y5ULL7zQUItUyEtHbrEzmyRn/fr1eumllyLWj3BYuHChnn/+eUO9Q4cOeuaZZ0wnpgmnrVu3Gn44dejQIeD1HwCJVegQpLy8PNNTm5J00003RbQvH330kSZPnnxs0N11112nuXPnGgI9JydH119/vZ588kmdffbZpm2VlJRo/vz5mjdvnultTCNHjozotdmj/vrXvxpqGzdujGgf7rvvPn322WeG+fufffZZXXrppREZdW61Tz/9VI888oih3qZNG73wwgtKTk6Wy+WSy+WSx+NReXl5UGcuGjZs6HdIm40JMPuRB/iDkEdQli1bVmum2SwtLdXKlSvVt29fSUfGBNx7772mE7fs2rVLN9xwg8466yx16tRJJ5xwguLj47V//35t3rxZq1evNp1tTJIGDBigESNGhPXfUpUTTzxRWVlZPkuc/vzzz9q/f3/Y79k+KiUlRdOnT9fNN9/sU3e5XBo/frwWL14c8aPeUD366KOmoZ2bm6srrrhCJSUllnzOX3/9ddMfambMJl3q1KlTyH1A/UTIIyhm1y+j6d133z0W8pLUr18/rVu3znRgoHTkGv2PP/7oV9txcXEaNWqU7rjjDkv6GqwePXromWee8al9+eWXuvbaayPWh4suukg33HCDFi9e7FPfsmWL5syZo3vuuSdifbFCVUfl/l7WsZrL5dJ3333nUzv55JOrPPME1IRr8gjYDz/8oB07dkS7Gz7Wr1+vX375xac2c+ZMXX/99SG127p1a73xxhtRD3jJfKyD2bK64TZ+/Hg1bdrUUH/xxRf9/uEEc99//71hSttevXpFqTewA47kEbCUlBQ9/vjj0e6GQeXR3/Hx8Zo+fbo6d+6sJ598MqDbvVq3bq2bb75Z1157bdhWfAtUixYt1KFDB5/Jhz7//HM5nc6ILj2bmpqqqVOnGpZY9Xg8Gj9+vJYtWxbR/tiJ2RoQhDxCEeO147RVQCUVFRX6+uuv9dlnn2njxo3atWuXCgsL5fF4lJSUpOOPP16tWrXS2Wefrc6dO6t9+/bR7rKp9957T+PGjfOp/fOf/7RsCmFEj9vtVqdOnXwuFVx88cV69dVXo9cp1HmEPFCHuN1uXXbZZT7T+V5++eWaM2dOFHsFK6xatUp33nmnT+3FF19U586do9Qj2AHX5IE6JCEhQYMGDfKpVTUpEeqWyvM9tGnThoBHyAh5oI4ZMGCAMjIyjj12u91atGhR9DqEkO3evduwdPLtt98epd7ATgh5oI5JTU01BMCiRYvkcrmi1COEasGCBT6385166qnq2bNnFHsEuyDkgTropptu0oknnnjs8YEDB7RixYoo9gjBKi4uNqzmOGbMGNOFloBA8SkC6iCHw6ExY8b41ObOnSuPxxOlHiFY8+fPV2Fh4bHHF154YcRWOIT9EfJAHXXNNdf4zGm+a9euWjcTIap36NAhzZ8//9jjhIQEPfTQQ1HrD+yHkAfqsKlTp/osfDJ37lyuzdchL7/8soqKio49HjZsmLKysqLYI9gNIQ/UYa1atdLIkSOPPd6zZ49eeeWVKPYI/tq9e7fPUfypp55quE8eCBUhD9Rxw4YNU8eOHY89fuGFF/THH39EsUfwx6OPPnpsxcOkpCQ99dRTrBkPyxHyQB0XExOjxx9/XJmZmZKOLL372GOPRblXqM5XX32lTz755NjjSZMmqU2bNlHsEeyKaW0BALApjuQBALApQh4AAJsi5AEAsClCHgAAmyLkAQCwKUIeAACbIuQBALApQh4AAJsi5AEAsClCHgAAmyLkAQCwqf8P7R8wYD1L6f4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 530x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.stats import norm\n",
    "jumps_l = []\n",
    "\n",
    "thresholds = [11,30]\n",
    "center = est_array[:,0]\n",
    "diff = np.diff(center, prepend=0)\n",
    "mask0 = np.abs(diff) < thresholds[0]\n",
    "\n",
    "masks = []\n",
    "for i in range(len(thresholds)-1):\n",
    "    cond = np.logical_and(np.abs(diff) >= thresholds[i], np.abs(diff) <= thresholds[i+1])\n",
    "    masks.append(cond)\n",
    "\n",
    "\n",
    "fig,ax=plt.subplots(1,1, figsize=(12, 6), tight_layout=True)\n",
    "ax.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "\n",
    "ax.plot(center, time_elapsed, '.', label='Lorentzian center')\n",
    "ax.plot(diff, time_elapsed, '.', label='Differential')\n",
    "for th in thresholds:\n",
    "    ax.vlines( th, time_elapsed[0], time_elapsed[-1], 'k')\n",
    "    ax.vlines(-th, time_elapsed[0], time_elapsed[-1], 'k')\n",
    "ax.legend()\n",
    "\n",
    "bins = np.linspace(-50, 50, 51)\n",
    "center_bins = (bins[1:]+bins[:-1])/2\n",
    "x = np.linspace(bins[0], bins[-1], 1000)\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(5.3,4), sharex=True, tight_layout=True, gridspec_kw = {'wspace':0, 'hspace':0})\n",
    "\n",
    "ax2.set_xlabel(r'$\\Delta\\delta$ (kHz)', fontsize=41)\n",
    "\n",
    "#ax1.set_ylabel(r'Distribution', fontsize=35)  # we already handled the x-label with ax1\n",
    "plt.sca(ax1)\n",
    "plt.yticks([])\n",
    "plt.tick_params(length=10, width=5,pad=10, axis='x')\n",
    "plt.tick_params(length=10, width=5,pad=10, axis='y')\n",
    "\n",
    "hist_drift = ax1.hist(delta_freq-delta_freq.mean(), bins=bins, alpha=0.7, density=True, color='k', label='Drift', edgecolor='k')[0]\n",
    "\n",
    "\n",
    "plt.sca(ax2)\n",
    "bins = np.linspace(-50, 50, 71)\n",
    "center_bins = (bins[1:]+bins[:-1])/2\n",
    "drift = diff[mask0]\n",
    "hist_drift = np.histogram(drift-drift.mean(), bins=bins, density=False)[0]\n",
    "height_drift = max(hist_drift)\n",
    "plt.bar(center_bins, hist_drift, color='tab:blue', edgecolor='tab:blue', alpha=0.7, width=bins[1]-bins[0])\n",
    "popt_drift = norm.fit(drift-drift.mean())\n",
    "#plt.plot(x, norm.pdf(x, *popt_drift), color=fn.colors[0])\n",
    "jumps_l.append(hist_drift)\n",
    "\n",
    "rescales = [5000]\n",
    "colors = ['blue', 'indigo']\n",
    "thresholds[-1]=50\n",
    "for i, m in enumerate(masks):\n",
    "    plt.fill_between([thresholds[i], thresholds[i+1]], [400, 400], alpha=0.2, color=colors[i])\n",
    "    plt.fill_between([-thresholds[i], -thresholds[i+1]], [400, 400], alpha=0.2, color=colors[i])\n",
    "    jumps = diff[m]\n",
    "    hist_jump = np.histogram(jumps, bins=bins, density=False)[0]\n",
    "    height_jmp = max(hist_jump)\n",
    "    rescale = height_jmp/height_drift * rescales[i]\n",
    "    plt.bar(center_bins, hist_jump*rescale, color=colors[i], edgecolor=colors[i], alpha=0.7, width=bins[1]-bins[0])\n",
    "    jumps_l.append(hist_jump)\n",
    "\n",
    "plt.xticks([-40, 0, 40], fontsize=41)\n",
    "plt.xlim([-50, 50])\n",
    "plt.yticks([], fontsize=41)\n",
    "plt.ylim([0, 200])\n",
    "plt.tick_params(length=11, width=5,pad=11, axis='x')\n",
    "plt.tick_params(length=11, width=5,pad=11, axis='y')\n",
    "\n",
    "\n",
    "jumps_lists.append(jumps_l)\n",
    "thresholds_list.append(thresholds)\n",
    "fig.savefig(f\"{FIGURE_PATH}jump_histograms_b.pdf\", bbox_inches='tight', )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1162,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-5.19198406 12.11181996  0.08834299  0.03949112] [0.26372054 0.91528699 0.00386641 0.00123096]\n",
      "[10.62232129 17.31754079  0.0769456   0.05153123] [0.22152326 0.84027461 0.00200552 0.00088689]\n",
      "[23.55134758 22.29921477  0.07734174  0.04611481] [2.54135751e-01 9.91289592e-01 1.83947919e-03 9.42175554e-04]\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dx = np.diff(x).mean()\n",
    "\n",
    "import numpy as np\n",
    "from scipy.interpolate import interp1d\n",
    "\n",
    "# Assuming x_values is a 1D array with M elements\n",
    "x = (freq_range-Photon_IF)/1e3\n",
    "\n",
    "\n",
    "guess = [x[np.argmax(y)], (x[-1]-x[0])/5, max(y), 0]\n",
    "est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "\n",
    "plt.figure(figsize=(5,3), tight_layout=True)\n",
    "states = np.array(states)\n",
    "for j in range(len(jumps_f)):\n",
    "    \n",
    "    excess_chunked_j = excess_chunked[states==j]\n",
    "\n",
    "    # Initialize an array to store the shifted Lorentzian curves\n",
    "    excess_chunked_shifted = np.zeros_like(excess_chunked_j)\n",
    "\n",
    "    # For each Lorentzian curve and corresponding drift\n",
    "    for i in range(excess_chunked_j.shape[0]):\n",
    "        # Shift the x-values by the amount of the drift\n",
    "        x_values_shifted = x + delta_freq[i]\n",
    "\n",
    "        # Interpolate the Lorentzian curve at the shifted x-values\n",
    "        f = interp1d(x_values_shifted, excess_chunked_j[i], bounds_error=False, fill_value=(excess_chunked_j[i, 0], excess_chunked_j[i, -1]))\n",
    "\n",
    "        # Perform the interpolation within the range of the original x values\n",
    "        excess_chunked_shifted[i] = f(x)\n",
    "\n",
    "    y = excess_chunked_shifted.mean(0)\n",
    "    \n",
    "    guess = [x[np.argmax(y)], (x[-1]-x[0])/10, max(y), 0]\n",
    "    try: est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "    except RuntimeError: est = guess; std = np.array(guess)*0+10\n",
    "    plt.plot(x, y, 'o', color=fn.colors[j])\n",
    "    plt.plot(fine, finey, color=fn.colors[j])\n",
    "    print(est, std)\n",
    "\n",
    "\n",
    "#plt.xlabel('Frequency kHz',fontsize=35)\n",
    "plt.xticks([-50, -25, 0, 25, 50], [], fontsize=35)\n",
    "plt.yticks([0.05, 0.1, 0.15], fontsize=35)\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "plt.xlim([-50, 50])\n",
    "\n",
    "plt.savefig(f\"{FIGURE_PATH}b_drift_corrected.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "plt.figure(figsize=(9,9), tight_layout=True)\n",
    "fn.plot_2d_sweep(\n",
    "    excess_chunked, \n",
    "    x=x,             xlabel = 'Frequency offset (kHz)',\n",
    "    y=time_elapsed,\n",
    "    cmap = \"Blues\", clabel=False,\n",
    "    horizontal_ticks = True, fontsize = 35, \n",
    ")\n",
    "norm_time = time_elapsed * time_elapsed.shape[0]/time_elapsed[-1]\n",
    "norm_drift = (delta_freq - manual_correction) / dx \n",
    "plt.plot(33-np.flip(norm_drift), norm_time)\n",
    "plt.plot(25-np.flip(norm_drift), norm_time)\n",
    "\n",
    "plt.xticks(*heatmap_ticks(x, [-50, -25, 0, 25, 50]))\n",
    "plt.yticks(*heatmap_ticks(time_elapsed, [0, 50, 100, 150, 200, 250], flipped=True))\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 1.c (40 kHz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1167,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/Figure1/20230822192539_Spectroscopy_frequency_sweep_fixed_field_amp0.0052.hdf5\n"
     ]
    }
   ],
   "source": [
    "timestamp_list = [\n",
    "    '20230822192539',\n",
    "    #'20230911154102',\n",
    "]\n",
    "\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)\n",
    "            \n",
    "Key_field = list(data_list[0][0].keys())[0]\n",
    "time_axis=data_list[0][0][Key_field]['time_axis']\n",
    "click_array=data_list[0][0][Key_field]['click_array']\n",
    "freq_range=data_list[0][0][Key_field]['freq_range']\n",
    "amplitude_pulse=data_list[0][0][Key_field]['amplitude_pulse']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1168,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Integration window 2.07 ms\n",
      "Number of frequency points 51\n",
      "Spectra time 112.2 ms (expected: 105.77)\n",
      "Chunk time 22.4 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initial plot and extraction of data. This plots the data exactly as is from \n",
    "# SingleSpin notebook and serves as a reminder of what are we working with\n",
    "\n",
    "\n",
    "N = 30\n",
    "average_number = click_array.shape[0]\n",
    "cycle_time=(time_axis[1:]-time_axis[:-1]).mean()*1e-6\n",
    "time_hist=time_axis.reshape(N, int(time_axis.shape[0]/N)).mean(-1)*1e-6\n",
    "t_step = time_hist[1]-time_hist[0]\n",
    "\n",
    "integration_index=10\n",
    "integration_index_bg=1\n",
    "excess=(click_array.mean(0)[:,:integration_index].sum(-1)-0*click_array.mean(0)[:,-integration_index_bg:].mean(-1)*integration_index)*t_step\n",
    "\n",
    "x = np.round((freq_range-Photon_IF)/1e3,0)\n",
    "\n",
    "chunk_size = 200\n",
    "excess = click_array[:,:,:integration_index].sum(-1)*t_step\n",
    "excess_chunked = chunk_average(excess, chunk_size)\n",
    "\n",
    "################### 2D Plot ###################\n",
    "total_time_freqsweep = ((10+24)*60+11) - (19*60+25) # minutes\n",
    "time_elapsed = np.linspace(0, total_time_freqsweep, excess_chunked.shape[0]).round(0)\n",
    "index_sweep = int(excess_chunked.shape[0] * 150 /total_time_freqsweep)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(5,9), tight_layout=True)\n",
    "fn.plot_2d_sweep(\n",
    "    excess_chunked[:index_sweep], \n",
    "    x=x,             xlabel = r'$\\delta / 2\\pi$ (kHz)',\n",
    "    y=time_elapsed[:index_sweep],\n",
    "    cmap = \"Blues\", clabel=False,\n",
    "    horizontal_ticks = True, fontsize = 35, \n",
    ")\n",
    "plt.xticks(*heatmap_ticks(x, [-50, 0, 50]))\n",
    "plt.yticks(*heatmap_ticks(time_elapsed[:index_sweep], [0, 75,  150], flipped=True))\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "for _, spine in plt.gca().spines.items():\n",
    "    spine.set_visible(True)\n",
    "#plt.savefig(f'{FIGURE_PATH}c_2d_map.pdf')\n",
    "\n",
    "spectra_times = np.linspace(0, total_time_freqsweep, excess.shape[0])\n",
    "spectra_time = np.diff(spectra_times).mean()\n",
    "print(f'Integration window {time_hist[-1]:.2f} ms' + \n",
    "      f'\\nNumber of frequency points {len(freq_range)}' + \n",
    "      f'\\nSpectra time {spectra_time*60_000:.1f} ms (expected: {time_hist[-1]*len(freq_range):.2f})' + \n",
    "      f'\\nChunk time {spectra_time*60*chunk_size:.1f} s')\n",
    "\n",
    "excess_list.append(excess_chunked[:index_sweep])\n",
    "time_list.append(time_elapsed[:index_sweep])\n",
    "freq_list.append(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1169,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initial plot and extraction of data. This plots the data exactly as is from \n",
    "# SingleSpin notebook and serves as a reminder of what are we working with\n",
    "\n",
    "\n",
    "N = 30\n",
    "average_number = click_array.shape[0]\n",
    "cycle_time=(time_axis[1:]-time_axis[:-1]).mean()*1e-6\n",
    "time_hist=time_axis.reshape(N, int(time_axis.shape[0]/N)).mean(-1)*1e-6\n",
    "t_step = time_hist[1]-time_hist[0]\n",
    "\n",
    "integration_index=10\n",
    "integration_index_bg=1\n",
    "excess=(click_array.mean(0)[:,:integration_index].sum(-1)-0*click_array.mean(0)[:,-integration_index_bg:].mean(-1)*integration_index)*t_step\n",
    "\n",
    "x = np.round((freq_range-Photon_IF)/1e3,0)\n",
    "\n",
    "chunk_size = 400\n",
    "excess = click_array[:,:,:integration_index].sum(-1)*t_step\n",
    "excess_chunked = chunk_average(excess, chunk_size)\n",
    "\n",
    "################### 2D Plot ###################\n",
    "total_time_freqsweep = 14*60+30 # minutes\n",
    "time_elapsed = np.linspace(0, total_time_freqsweep, excess_chunked.shape[0]).round(0)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(13,3), tight_layout=True)\n",
    "fn.plot_2d_sweep(\n",
    "    np.flip(excess_chunked[:204], axis=1).T, \n",
    "    y=x,             #xlabel = r'$\\delta / 2\\pi$ (kHz)',\n",
    "    x=time_elapsed[:204],\n",
    "    cmap = \"Blues\", clabel=False,\n",
    "    horizontal_ticks = True, fontsize = 35, \n",
    ")\n",
    "plt.yticks(*heatmap_ticks(x, [-25, 25], flipped=False))\n",
    "plt.xticks(*heatmap_ticks(time_elapsed[:204], [0, 50, 100,  150], flipped=False))\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "for _, spine in plt.gca().spines.items():\n",
    "    spine.set_visible(True)\n",
    "plt.savefig(f'{FIGURE_PATH}c_2d_map.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1170,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T1 = 0.900 ms\n",
      "A = 0.124 counts/ms\n",
      "DC rate = 0.068 counts/ms\n",
      "efficiency = 0.111,\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'click rate (/ms)')"
      ]
     },
     "execution_count": 1170,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X = time_hist + 0.12\n",
    "Y = click_array[:40000].mean(0)[41]\n",
    "\n",
    "popt, pcov = curve_fit(fn.exp_decay, X, Y)\n",
    "plt.plot(X, Y, 'o')\n",
    "plt.plot(X, fn.exp_decay(X, *popt))\n",
    "print(f'T1 = {popt[0]:.3f} ms\\nA = {popt[1]:.3f} counts/ms\\nDC rate = {popt[2]:.3f} counts/ms\\nefficiency = {popt[0]*popt[1]:.3f},')\n",
    "plt.xlabel('time (ms)')\n",
    "plt.ylabel('click rate (/ms)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1171,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fit failed. Index : 861; time = 633.0 min\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "manual_correction_points = np.array([\n",
    "    [18, 0],\n",
    "    [10, 140],\n",
    "    [20, 160],\n",
    "    [5, 200],\n",
    "    [7, 300],\n",
    "    [30, time_elapsed[-1]]\n",
    "])\n",
    "\n",
    "manual_correction = np.interp(time_elapsed, manual_correction_points[:,1], manual_correction_points[:,0])\n",
    "\n",
    "est_array = []\n",
    "std_array = []\n",
    "for i in range(excess_chunked.shape[0]):\n",
    "    y = excess_chunked[i]\n",
    "    guess = [x[np.argmax(y)], (x[-1]-x[0])/5, max(y), 0]\n",
    "    try: \n",
    "        est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "    except RuntimeError: \n",
    "        print(f'Fit failed. Index : {i}; time = {time_elapsed[i]} min')\n",
    "        est, std = est_array[-1], np.array(guess)*0+10\n",
    "        \n",
    "    est_array.append(est)\n",
    "    std_array.append(std)\n",
    "    \n",
    "est_array = np.array(est_array)\n",
    "std_array = np.array(std_array)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(10,5), tight_layout=True)\n",
    "ax[0].plot(est_array[:,0], time_elapsed, '.')\n",
    "ax[0].set_xlabel('Frequency (kHz)')\n",
    "ax[0].set_ylabel('time (min)')\n",
    "ax[0].plot(manual_correction, time_elapsed, 'k--')\n",
    "\n",
    "ax[1].plot(est_array[:,0]-manual_correction, time_elapsed, '.')\n",
    "ax[1].set_xlabel('Frequency (kHz)')\n",
    "central_freqs.append(est_array[:,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1172,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:47: SyntaxWarning: invalid escape sequence '\\d'\n",
      "<>:47: SyntaxWarning: invalid escape sequence '\\d'\n",
      "/var/folders/cc/gch5f6gx5716gr3vpg1glxkm0000gn/T/ipykernel_79155/1892338204.py:47: SyntaxWarning: invalid escape sequence '\\d'\n",
      "  \"\"\"\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HAB7tY2Qpq/Ta2/+3QH5hYaEZI7FdTGSIiMgiFRcX488//8TQoUNx4sQJAI96QL788ku4u7ubObpHSm+ZcPv2bWRnZ5sxGtvEvZaIiKjCpaen44MPPtCpFwQBeXl5moG9pdeNsbe3x8cff4zOnTtXZKhlql27NhwcHFBYWIi0tDS8+uqraNmyJYqLi/H555+bOzybwESGiCo1V1dXc4dgUSzl/cjNzcWWLVvKfXxQUBDef/99tG3bVsaoDOfk5IRhw4YhPDwcwKN1bkrWugkNDUW1atXMGZ5NYCJDRJWWp6cnevfube4wLI4lr3qrUCjg7OwMNzc31KtXD02aNEHPnj3xzDPPQKFQmDs8vebMmYPatWtj+/btiI+Ph0KhQI0aNZCSksJEpgIoBEEQzB0E2YaYmBgMGjQIO3bs4EJWZJD8/HzExcWhfv36XLGVyIyk+FmU+ncBB/sSERGR1WIiQ0RERFaLiQwRERFZLSYyREREZLWYyBAREZHVYiJDREREVouJDBEREVktJjJERERktZjIEBERkdViIkNERERWi4kMERERWS0mMkRERGS1mMgQERGR1WIiQ0RERFaLiQwRERFZLSYyREREZLWYyBAREZHVYiJDREREVouJDBEREVktJjJERERktewr8mKZmZmIiIjAzZs3kZGRgYKCAhQXF0MQBKPaUygU+PTTTyWOkoiIiKxFhSQyycnJWLZsGfbu3Yvi4mJJ2hQEQbZEpqioCDt37sTu3btx8uRJJCcnIycnBx4eHmjYsCE6d+6MkSNHomXLlpJf25D4Dhw4gBMnTiApKQmZmZlwdXVF/fr1ERwcjAEDBuDFF1+EUslONyIiqrxkT2SuXLmCsWPHIj09XW/Pi0KhkDsEgxw8eBATJ07ErVu3dF5LS0tDVFQUoqKisGTJEgwbNgxhYWHw8vKqsPh+/fVXTJ8+HXfv3tV5LSMjA+fOncO5c+ewevVqNGrUCF9++SUGDBhQYfERERFVJFn/XM/NzcWECROQlpam6UEp+SghCIJRH3JYtmwZevbsqTeJ0Wfz5s1o2bIlLl26JEs8pQmCgDfeeANDhgzRm8Toc+3aNQwcOBATJ06UrCeMiEhOs2fPRmBgIAIDAzF79mxzh0NWQNYembVr1yIlJUUncfHw8EDjxo3h4+MDJycni+iVWbt2LWbMmKFTHxgYiHbt2sHDwwNxcXE4fPgwCgoKNK/fuXMHffv2xalTp+Dr6ytbfG+++SZWrlypU1+/fn2EhITAx8cHGRkZiIqKwuXLl0XH/PDDDygsLMS6detki4/IEj3MVSErv8jcYVgcdyd7eLk4mjsMIknImsj8+uuvmiRFEARUrVoVc+fORZ8+fSxq7Mbly5cxbdo0UV2tWrWwZs0a9OnTR1R///59hIaGYv369Zq627dvY9iwYfjzzz9lie/333/HihUrRHV+fn5YuXIl+vfvr3P80aNHMX78eNy8eVNTt379evTs2RPDhg2TJUYiS5SVX4SjV1KQp2KPZAlnRzt0DazORIYqDdkSmdjYWCQnJ0OhUEAQBDg7O2PNmjV4+umn5bqk0WbMmIH8/HxN2dfXFxEREWjQoIHOsT4+Pli3bh38/f2xcOFCTf2hQ4dw4MAB9OrVS9LYiouL8fbbb4vqateujcjISPj7++s9p2vXrjhx4gQ6dOggSmbmzZuHV155xaKSSCK55amKkcNEhqjSku032o0bNzSfKxQKDB482CKTmDNnzmD//v2iulWrVulNYkpbsGCBTm/I/PnzJY/vt99+0xmz8/333z82iSnh6+uL5cuXi+ri4uJw9OhRiSMkIiIyH9kSmfv37wOAZmBu37595bqUSVavXi0qN2/eHAMHDizXuYsXLxaN74mOjsaFCxckjW/r1q2ictOmTcv9Xr744ovw8fER1UVEREgWGxERkblV2DOGJ/UgmIMgCNi1a5eobtSoUeU+v3HjxggJCRHVbdu2TYrQNE6cOCEqDxo0qNznKpVKnZ6l+Ph4SeIiIiKyBLKNkalevbqoLNeUaVNcuHABycnJojpDx7j06tULx48f15R37twpGjtjqhs3buD69eu4dOkSLl26ZHDPVm5urqjM8TFEZM127NiBOXPmAAAGDhyIzz//vMzjR40ahaioKABAeHg42rdvL3o9MDAQANC9e3eEhYUhLy8P27dvx549e3Dr1i3k5+ejRo0aePbZZ/Haa6/hqaee0pybnJyMTZs24c8//0RiYiIUCgXq16+PPn36YOTIkahSpYpOPPHx8ejevTsA4OWXX8Ynn3yC1NRUbNiwAYcOHcK9e/egUCjw1FNPoUuXLhg5cmS5ZsSePn0av//+O06fPo179+6hqKgIXl5eqFevHp599lkMHjxY1pm15iRbIqPdA3Pnzh2dxxzmdvLkSVHZ3d0dTZs2NaiNdu3aicqxsbHIyMiAp6enyfEBgJ2dnWZNhcGDBxt0bnZ2Nq5fvy6qa9iwoSRxERFVNtevX8ebb74pmiQBALdu3cKtW7ewa9curFixAiEhIfj7778RGhqKhw8fio4t+aNz37592LBhA9zc3Mq85oULF/DGG28gNTVVVH/58mVcvnwZGzduxFdffYUuXbroPV+lUmHOnDnYs2ePzmspKSlISUlBVFQUVq5ciffee8+gpw7WQrY/z1u0aIGaNWtqyn///bdclzJaTEyMqBwUFGRwj0VQUJCoLAgCLl68aHJsUvjhhx+Ql5cnqnvppZfMFA0RkeV68OCBZtkKpVKJ4OBgDBo0CJ06dYKdnR0AICcnBzNnzsTx48cxdepUPHz4EL6+vujduzf69++P2rVra9q7dOkSli1bVuY1k5KSMHnyZKSmpkKhUKB169YYNGgQnn32WTg4OGiuOXXqVBw8eFBvGx9++KEoiQkMDETfvn0xaNAgdOzYEU5OTgCA/Px8LFq0SG/CY+1kXUemX79++OGHHyAIAn755ReMGzcOHh4ecl7SINq9FQEBAQa3UbduXdjZ2YlWzo2Li0OnTp1Mjs8U+/btw7x580R1/fr1s8iZY0RE5nbu3DkAQJMmTfDNN9+IHiGdOXMGo0ePRmFhIVJSUjB+/Hio1Wq8+eabmDRpkibpKC4uxqJFi7Bp0yYAjx6DzZw5U5NMaDt27BiAR0tqfPXVV6L9++7evYt3330XFy9eRGFhId5//320b99e9Dv0xo0b2LFjBwDA0dERYWFheO6550TXSE1NxXvvvacZb/nNN99Y7OQbY8k6YGLy5Mnw8/ODQqFARkYG5s6dC7VaLeclDZKUlCQq+/n5GdyGUqnUeWSWmJhoUlymiI2NxdixY9GvXz9Rb0z16tX1rgxsrBUrVqBZs2YGfQwdOlSy6xMRSc3b2xvh4eGiJAYA2rRpI9qzTq1WY9iwYZg2bZomiQEeDQWYM2cOqlatCgDIy8vTWWldm7u7OzZs2KCzCbG/vz/WrVuHOnXqAADS09OxatUq0TGlJ4P0799fJ4kBHi3F8d1338HZ2RnAo2EepZdHqQxkTWRcXV3x5ZdfwsnJCYIg4NChQxg7duwTv7EVRXugr7e3t1HtaJ+Xnp5udEyG2r59O9566y0MGzYMQUFBaNq0KdavXy9KGOvVq4cjR46Iuj1NpVarUVhYaNBHURGXiiciy/Xaa6899qlBcHCwqPz666/rPc7R0VE01lL794y2adOmPXZWr7u7u2jrnH379oleL/3Haumtc7R5eHjg/fffx6JFi7BhwwbUqFGjzJisjey7X7dt2xbh4eGYPHmyZvfoQYMGoWHDhmjZsiXq1q0LNzc3uLi4GNW+KTs7Z2VlicrGPvZyd3cXlTMyMoyOyVBbtmx57JRvpVKJt956Cx9//LFFPdIjIrJEHTt2fOxrpXvea9asqekp0cfLy0vzufY4xdIcHByeuKRGjx494OLigtzcXCQmJuLKlSuamVaNGjXSHLdnzx7Ur18fr732mt4BxoZOFrEmsiYybdq00XxeWFgI4L9p2NeuXdMZo2IMUxIZ7QxW31S58ijdtQg8GkVeUe7cufPY19RqNbZv3w4nJyfMmDHD4maNERFZkrLWOysZ8AvgiT0a9vb//Wota+mRRo0aPfGPTEdHRwQGBuLs2bMAHo3tLElkOnXqhKeeegq3b9+GIAj49ttvsXLlSrRt2xbPPfccOnXqpDm2MpP10VJubq7mo+SxgkKh0HwIgmDSh6m0E47SN58htM8rSdoqwu3bt8t8/e7du/j888/RqFEj/P777xUUFRGR9Slvz7Wxf/RqK+9CsaXXfylZNR94lFytWLFCtG5bYWEhIiMj8eWXX6J///7o0qULPv74Y0RFRVnkem5SkH11tJKkpazXjPmQgvZUa2MHImufZ2xCZIwlS5bg8uXLyMrKQk5ODi5fvozly5eLuhwB4OHDhxg0aBB27txZYbEREVmTivy/G3g0jrQ8Ss96ys7OFr3WqFEj7Nu3D5MnT9bbU5SUlIRNmzZh1KhRGDx4sM6yI5WBrN81Y2YBVSQHBwfRtGljB6NqnydVtl4eI0aMEJWDgoIQFBSESZMmYebMmfjqq680rxUXF2PMmDFo3769yd8bpVKp80jtSQRB4IBfIio3Kf5oLf1/vKUpa4BuaTk5OZrPS2ZElebu7o53330X77zzDi5evIi///4bkZGROH/+vOgJQUxMDMaMGYNffvnliRsjWxNZE5nDhw/L2bzJXF1dkZ+frylrL+dfXtrnPW7NgIpkb2+PZcuWQa1W45tvvtHUZ2Zm4rPPPsN3331nUvtTp07F1KlTDTonJibGoL2iiKjy+Omnn3Dr1i3cuXMHK1euFI05Ka104uHo6KjzeunkpjxJinYPhiUp/ZioLKWXCilrmwGFQoEWLVqgRYsWmDZtGnJzcxEZGYndu3dj//79AB79DlixYsUTF+uzJja98U61atVE5czMTKPa0Z79ZEmDar/44gudNRF++ukni1rPh4gqv6VLl2Ljxo3466+/RD0M2kr/YVh69k+J0glQ6T9E9REEAQkJCYYHW0GuXLnyxP+L8/PzRRNjtLfRSU5ORmRkpN7eHRcXF3Tv3h1ff/013njjDU19yd5TlYVNJzLazxO197oor5SUlDLbNacqVarorHfw8OHDSvmclIgsV+kBqWVNUiideOgbDFt6XIn2oqbazp8/b9E9Mg8fPsQ///xT5jEHDhzQJCnNmjVDrVq1NK/169cPnTt3xpgxY57YTs+ePTWfl5VIWiObTmTq1asnKhuTuWdmZurcFGWtL2AOnTt31qm7detWxQdCRDarWbNmms+PHDmi95hbt27h6tWrmnLr1q11jin9//alS5ceuwRFcXExlixZYmS0FWfx4sWPHSvz8OFD0TjHfv36iV5v1aqV5vONGzeW2btTeiFa7d991s5iEpmMjAykpKQgKyurwgZnac+vN2Zdm2vXrunUGbqDttz09RBpPw4jIpJT6f191q1bh1OnToleT05OxvTp0zX//7ds2VLvgNQGDRpoemrUajXefvttndVzExMTMWnSJJ1rWKIrV65gwoQJOl/DjRs3MHr0aE2v01NPPYVhw4aJjhk2bJhmzNDx48cxb948pKWl6Vzj1KlT+OKLLzTlyrY4XsXONfs/d+/excGDBxEVFYWLFy/i4cOHokxSqVSiRo0aqF+/Ptq3b4/u3bvLMsK69IJ9wKOkJDc316BVhksWKSrh5eVV7rUBnuT27ds4ePAgbt68iRs3biAlJQWHDx82eCS/vm5EfSPfiYjk0qVLFwQHByMqKgq5ubkYNWoU2rZtC39/f9y/fx8nTpzQrO1lZ2eHjz766LFtvfHGG5gzZw6AR/vLvfDCCwgODoaPjw8SEhIQHR2N4uJieHh4oFevXti6dWtFfIkGq1KlCtRqNU6ePIkePXqgffv28PX1RXx8vOZrAB7NSvrmm290ZsQ+/fTTGDVqFMLDwwE82qTywIEDaNasGfz8/KBWq3H16lX8+++/mnOeeeaZSrfvXYUmMnfu3MG3336LAwcOaL5B+hboKS4uRmJiIu7du4fjx4/jq6++QseOHTFnzhw0bNhQsnhCQkJEO1cXFRUhMjIS3bt3L3cbERERonLXrl0li+/ChQuYMGGCqO78+fOi7sTyuHLlik6dlPsuEVkyZ0f9s2NslbneD6VSqRl0eu7cOQiCgFOnTun0mnh4eGDZsmV4+umnH9vWoEGDEB8fj5UrV0KtVqOgoEDn/2I/Pz989dVXml2tLZGPjw9mz56NWbNmITc3V+drAB71QC1btgxBQUF625gzZw4EQcBPP/0EQRCQm5v72MG8L7zwAj799FO9s8GsWYUlMn/88QfmzJmD3NxcUfLypN6FkmP/+ecfDBgwAHPnzsXw4cMlicnLywsdOnQQDZLasWNHuROZgoIC7N27V1TXq1cvSWIDoDdh+eWXXwxOZH777TdR2cfHx+IefxHJwd3JHl0Dqz/5QBvj7mSWznhUq1YNP//8M3bv3o29e/fi8uXLyMjIgIeHB2rXro0ePXpg8ODB5Zr5+dZbb+GFF17A5s2bceLECSQlJcHZ2Rl169ZFr169MHToULi7u1t0IgM8GoTbpEkT/Pjjj/j777+RnJwMFxcXNG3aFP369UP//v3LXKhPqVRi/vz5GDRoEHbs2IEzZ84gPj4eOTk5cHV1ha+vL4KDg9GnTx+0a9euAr+yiqMQKmDN4l9++QUff/yxJikpSV7Kc2ntYxUKBd577z2MHz9ektjCwsJE66G4u7vjxo0bZc7VL7F69WpMmjRJU3ZyckJiYqLRu2jr88wzz+DMmTOaso+PD65fvw5PT89ynX/p0iW0bNlS9Ohu7Nix+PHHHyWLsbxK1pHZsWMHEykySH5+PuLi4lC/fn2LWKeJyFjx8fGaP5Zr165t8eutaZPiZ1Hq3wWyp+UnTpzAokWLIAiCKClRKBRo3bo1WrVqhYYNG8LDwwNOTk7IyclBZmYmrl69ivPnz+PixYsAxAnN0qVLERQUhGeffdbk+EaMGIG5c+dqdqzOysrCuHHj8Ntvv+lsYVDa1atXMXv2bFHdyJEjJU1iAGDChAmYMmWKpnz//n289957+OGHH5547sOHD/Hyyy+Lkhh7e3vMmjVL0hiJiIjMRdZEprCwEHPnzkVRUZEoERkwYACmTJmis1CbPjdv3sT333+P33//XbPPklqtxocffoh9+/aZ/KzP09MToaGhmD9/vqZuz549GDt2LFatWqU344yNjUW/fv2Qnp6uqXN2di5zcFqJMWPGYMOGDaK6I0eOPHZszeuvv44VK1bg0qVLmro1a9bAy8sLn3/++WNXx7xy5QoGDRqkMz7mrbfesondUImIyDbIOv16y5YtSExM1Ox0bWdnh8WLF+Pzzz8vVxIDAAEBAfjyyy+xdOlSUQ9JQkICdu3aJUmcoaGhOuNOwsPD0aZNG6xZswZXr17F/fv3cfr0acycORPBwcG4efOm6PilS5fKMoDW3t4e69ev19lcbMmSJWjZsiVWrVqFf//9F+np6bhz5w7279+P119/Hc2bN0dsbKzonBdeeEE0BY+IiMjaydoj8+uvv2qSGIVCgdmzZ+ss6FNeL730EjIyMrBgwQJNm1u2bJFkGpmjoyP27t2LLl26iNaSuXz5ss6sIX0mT54sevwjtWeeeQY7d+7E//t//w95eXma+piYGEyePLlcbfTo0QO//vprhe/uSkREJCfZemRSU1NFc9ebNm2KkSNHmtTm8OHD0aJFC83A39jYWJ3tAYzl5+eHI0eOoGPHjuU+R6lUYt68eQgLC5MkhrK88MILOHnyJJo0aWLQeY6Ojpg3bx4OHDgADw8PmaIjIiIyD9kSmQsXLgD4b2DvkCFDJGlXux0p9wyqU6cOjh07hjVr1qBly5aPPU6pVKJfv36IjIzEokWLJNlqvjyaN2+Oc+fOYe3atWjRokWZx1avXh1TpkzBtWvXsGjRoseOpSEiIrJmsj1nePDggajctm1bSdp95plnAPw3iyk+Pl6SdksoFAqMHz8e48ePx82bNxEdHY2kpCRkZmbC09MTAQEBCAkJMXp20vr167F+/Xqj43N0dMS4ceMwbtw4JCUlITIyEvfu3cPDhw/h5uYGX19fPP3002jRokWFJVhERFQ+derU0btIKRlPtkTm4cOHonJ5Fjgqj2rVqonKpbd8l1pAQAACAgJka99UNWvWxMCBA80dBhERkdnI9mhJe9qyVFupa+8bZMi+SERERFS5yJbIaD96uXHjhiTtlswqKhnwy80PiYiIbJdsiUzjxo0B/DeW5X//+58k7e7fv19UrlevniTtEhERkfWRLZEJDAzU7AckCAJ+++03k3tlrl27ht27d2uSIy8vL+7ZQ0REZMNkXdm3b9++munXRUVFmDZtms4g4PJKS0vDtGnTUFRUpGnz+eeflzZgIrJoFbDHLRGVwRJ/BmVNZMaMGaNZv0ShUCAuLg5Dhw7F2bNnDWrn9OnTGDJkCG7fvq3pjbGzsyv3qrZEZN1KticpvQEqEVW8kp/BsjZVrmiyrlfv7++PCRMm4Pvvv9ds+Hjnzh0MHz4cbdu2Rf/+/dGqVSs0aNBA9Kao1WrcuHED586dw2+//Ybo6GhNL0zJv8OHD4e/v7+c4RORhbC3t4dCoUB+fr7OvmNEVHHy8/OhUCgsarsb2SN58803cerUKURHR2uSGUEQcPr0aZw+fRrAo94aFxcXODs7Iy8vD7m5uaLuq5LkpURwcDBmzZold+hEZCGUSiXc3NyQmZmps5YUEVWczMxMuLm5WVSPjOyR2NnZYe3atejSpYsmOSlJSgRBgCAIUKvVyM7ORmpqKrKzs6FWqzWvaR/fsWNHfPfdd1xyn8jGeHh4ID8/X2ctKSKqGDk5OcjPz7e4ffsqJKVycnJCWFgY3nrrLbi5uWmSlJIemrI+gEcJjJOTE6ZNm4a1a9da3JtIRPJzc3ODq6sr7t69y2SGqILl5OTg7t27cHV1hZubm7nDEamwh1x2dnZ44403MGLECISHh+Ovv/5CbGxsmYP3lEolGjZsiN69e2P48OGa6dxEZHuUSiXq1KmD+Ph43LlzB05OTvDw8ICTkxOUSiX3FiOSUMnTkvz8fGRmZmrGp9WpU8eiHisBFZjIlPD09MSbb76JN998E1lZWbh06RIePHiAhw8fIjs7Gy4uLvD09ISvry+aN28Od3f3ig6RiCxUSTKTnZ2NzMxMpKamWuR0UKLKQqFQwM3NDdWqVbO4sTElzDrs2N3dHSEhIeYMgYisjFKphIeHBzw8PKBWq1FUVMRp2UQyUCqVsLe3t8jkpTTLmT9FRGQgpVIJR0dHc4dBRGZk2WkWERERURmYyBAREZHVMurR0pw5c0RlhUKBTz/99InHSe1x1yUiIiLbYFQis3PnTtEaL49LKEofJ7WyrktERES2gY+WiIiIyGoZPWupvGs3cI0HIqos0tPTkZGRYXI7np6e8Pb2liAiIjIqkRk4cKCkxxERWYOMjAzs37/fpC0SXF1d0bt3byYyRBIxKpH57LPPJD2OiMha5OTkIDs729xhENH/4RgZIiIislpMZIiIiMhqybpFQWJiouZzd3d3STaAVKlUOHfuHC5fvox///0XEydORP369U1ul4iIiKyPrInM888/r1lHZuzYsZg5c6bJbSYnJ2P06NGadp977jkmMkRERDZK9kdLUk+/9vLyErWbkpIiaftERERkPWRPZKRe2TctLU3Ubl5enqTtExERkfWwqsG++fn5+PrrrwH81yPj7OxsxoiIiIjInIweI7N06VLs27ev3Mdv27YN//vf/4y9HFQqFdLT01FcXAyFQqFJZOrWrWt0m0RERGTdjE5kRo0ahc2bNyMnJ6fMcTAlr2VlZSErK8vYy4mUPFZycnJCcHCwJG0SEVUUuTbTJbJFRicy1atXx1tvvYVPP/30sT+UpRMcKX9wS9p955134ObmJlm7RERyc3R0hCAIuHXrlkntcL8mokdMmn49cuRIbN++HVeuXHnisVLOXnJzc8O0adPw2muvSdYmEVFFcHBwQHZ2NiIiIozes4n7NRH9x6RERqlU4uuvv8a5c+d0XhMEAXPnzhWt99K7d2+jr+Pg4AA3NzfUrFkT9evXh4ODgymhExGZFfdsIpKGyQvi1a9f/7EL0s2dO1fzecOGDbkbNhEREUlK1pV9AekXxCMiIiIqIWsiM23aNM3nrVu3lvNSREREZIMqLJEhIiIikppVrexLREREVBoTGSIiIrJasj5aSkxMlLN5AICfn5/s1yAiIiLLJGsi8/zzz8u6FLdCoUBsbKxs7RMREZFl4/RrIiIislqyJzJS98gwMSIiIqISVtEjUzoZeuqppxAYGGhym0RERGT9ZE1kDh06ZPA5giBApVIhIyMDCQkJOHfuHA4cOID79+8DeDSAeOLEiRg8eLDU4RIREZGVkTWRqV27tknnt27dGn379sW7776LZcuW4eeff0ZhYSHef/99ODs7o0+fPhJFSkRERNbIKtaRcXV1xfvvv4/hw4cDANRqNebPn4979+6ZOTIiIiIyJ6tIZErMnTsXfn5+UCgUyMvLw/Lly80dEhEREZmRVSUy9vb2eOWVVyAIAgRBwJ49e5Cfn2/usIiIiMhMrCqRAYCQkBDN5yqVCtHR0WaMhoiIiMzJ6hKZkgHEJVOy4+LizBkOERERmZHVJTK5ubmicnZ2tpkiISIiInOzukTm2rVrorKHh4eZIiEiIiJzs7pEJjw8HMB/KwbXqFHDnOEQERGRGVlVIrN8+XKcOHFCMz7Gzs4Obdq0MXNUREREZC6y77VkrOLiYuTl5SE9PR0xMTHYvHkzoqKioFAoIAgCFAoF2rRpA29vb3OHSkRERGYiayLTpEkTSdsrSWBKvPHGG5K2T0RERNZF1kRGip2vSyudxAwYMAAdOnSQtH0iIiKyLrI/WiqdfJiqJDEaMGAAFi1aJFm72oqKirBz507s3r0bJ0+eRHJyMnJycuDh4YGGDRuic+fOGDlyJFq2bClbDE9y+PBh/O9//8Px48dx+/ZtpKWloaioCNWqVUOtWrUQEhKCHj16oG/fvrCzszNbnERERHKSPZGRqlfGw8MDzz33HIYNG4a2bdtK0qY+Bw8exMSJE3Hr1i2d19LS0hAVFYWoqCgsWbIEw4YNQ1hYGLy8vGSLR9uePXswZ84cXLp0Se/riYmJSExMRHR0NJYvX44GDRrg448/xogRIyosRqLKSqFQwNXV1aQ2XFxcoFRa1TwLIosmayJTMlXaGAqFAkqlEs7OzqhatSpq1qwpYWT6LVu2DDNmzCj38Zs3b8Y///yDvXv3olmzZjJG9mjH77feegsrVqww6LwbN25g5MiROHToEFauXIkqVarIFCFR5aeo4or6zdqisLDQ6DacnZ1Rxc0bjo6OEkZGZLtkTWSCg4PlbF5Sa9eu1ZvEBAYGol27dvDw8EBcXBwOHz6MgoICzet37txB3759cerUKfj6+soW35tvvomwsDCdek9PT3Tq1An+/v5QKpVISEhAREQE0tLSRMetW7cOBQUF+Pnnn2WLkaiyy1GpcfBSIh5kZBrdRk2fahhRowYcHBwkjIzIdlns9OuKdPnyZUybNk1UV6tWLaxZswZ9+vQR1d+/fx+hoaFYv369pu727dsYNmwY/vzzT1ni++WXX3SSGE9PT3zxxRcYN26czn+IRUVF2LBhA9577z08fPhQU79p0ya0b98eb731lixxEtmCzNx8pGflGX2+q0u+hNEQER/UApgxYwby8//7z8XX1xcRERE6SQwA+Pj4YN26dXj//fdF9YcOHcKBAwckjy0/Px+zZs0S1fn6+uLkyZOYNGmS3r/q7O3tMX78eJw8eRLVq1cXvfbxxx8jPT1d8jiJiIjMweYTmTNnzmD//v2iulWrVqFBgwZlnrdgwQL0799fVDd//nzJ49uzZw/u3Lkjqlu/fj0CAwOfeG7jxo11HiWlpaVh06ZNksZIRERkLmZ7tCQIAq5cuYLz588jNTUVDx8+RFFRETw9PeHh4YHatWujdevWsu+ltHr1alG5efPmGDhwYLnOXbx4MXbv3q2ZmRUdHY0LFy6gRYsWksW3detWUfmZZ57R21P0OD169EBISAgiIyM1dXv37sXUqVMli5GIiMhcKjyRuXjxIjZv3ow//vgDOTk5Tzy+Vq1aGDRoEIYNG4Zq1apJGosgCNi1a5eobtSoUeU+v3HjxggJCcHx48c1ddu2bZM0kfnnn39EZe1eoPLo0aOHKJGJjY01OS4iIiJLUGGPlpKSkjBp0iQMHToUO3fuRHZ2NgRBeOJHYmIiVqxYgW7dumH58uWSrhZ84cIFJCcni+p69eplUBvax+/cudPkuEpkZmYiMTFRVNe8eXOD29Geuq79NRMREVmrCumROXHiBKZOnYrc3FxNIqJvxV/tvZRK16tUKqxYsQInTpzA8uXLJVmE7uTJk6Kyu7s7mjZtalAb7dq1E5VjY2ORkZEBT09Pk+NzcHDA3r17ER8fj4SEBCQkJKBRo0YGt6M9FdvZ2dnk2IiIiCyB7IlMdHQ0pkyZgry8R9MVSxKVkoTGzs4ONWrUgJubG1xcXJCTk4PMzEykpKToJD2CICA6OhqTJk3C+vXrTf6FHBMTIyoHBQUZvOJmUFCQqCwIAi5evIhOnTqZFBvwKOEwZDzM4xw7dkxUrlWrlsltEhERWQJZExmVSoXZs2cjLy9PlIx4eXlhwIAB6NWrF4KCguDk5KRzbnZ2Ni5cuIDffvsN//vf/5Cfnw+FQgFBEHDhwgXMnz8fS5cuNSm+69evi8oBAQEGt1G3bl3Y2dmhuLhYUxcXFydJIiOF+Ph4HD58WFTXvn17M0VDREQkLdm3KLh7964mAQGAl156CR988METH724ubmhY8eO6NixI6ZOnYrZs2fjzJkzmrb27duHoUOHmvRLOSkpSVT28/MzuA2lUgkfHx/RuBPtcS3mtHDhQp3l1AcMGGByuytWrMDKlSsNOkfq3dCJiIhkHey7fft2TeKhUCgwdOhQLF261ODxI3Xr1sX69evx7LPPatoSBEHvkv2G0B706u3tbVQ72udZyoJzR48exQ8//CCq8/Pzw4svvmhy22q1GoWFhQZ9FBUVmXxdIiKi0mRLZG7cuIG4uDhNuX79+jqr4RrC0dERy5YtE03BPn36tM5AVkNkZWWJyh4eHka14+7uLipnZGQYHZNU7t69i1dffVWnF+TDDz/kxpFERFRpyJbIXL16FcB/M5FGjx5t8iZpnp6eGDVqlOaXs1qtxpkzZ4xur/TmjwCM/gWv/XWpVCqjY5JCWloa+vbtq9Pj1KlTJ7z++utmioqIiEh6siUyKSkponKHDh0kabdr164A/pvJZMqaKNoJh729cUOGtM/THpNSkR4+fIgXXngBFy5cENX7+vri559/NnhWFhERkSWT7beaWq0WlY0df6JNe3G33Nxco9vS/qWuHXN5aZ9nbEJkquTkZHTr1k2nl8rZ2Rk7duxA3bp1zRIXERGRXGT7jau9R9L9+/clWSROe/yJ9u7OhnBwcBBNmzZ2MKr2eeYYgxIXF4eePXvqTCl3dHTEtm3bJJ8OrlQqDX5UKAgCB/wSEZGkZEtkmjVrBuC/R0D//PPPE3eULo+SRexKxt4Ys/ZLCVdXV+Tn52vKxvbuaJ+nb10cOZ04cQL/7//9P53HeVWqVMH27dvx0ksvSX7NqVOnGrzxZExMDAYNGiR5LEREZLtke7RUt25dzb5AgiAgPDxclDQY6+effwbwKEEqfQ1jaG9CmZmZaVQ72rOffHx8jI7JUFu2bEG3bt10khg3Nzfs2bNHliSGiIjIUsg68nP69OmanpOEhAR88MEHJrX3448/Ijo6WtPLY+oMHO3HX6mpqUa1o51EaLcrlwULFmDYsGE6CaKPjw8OHz6MHj16VEgcRERE5iJrIhMSEoKRI0dqpkvv3r0b7777rk4PRnmEhYVh6dKlmsXwnn/+eQwZMsSk+OrVqycqJyQkGNxGZmYmcnJyRHV16tQxJawnUqlUGDFiBD788EOddWIaNmyIyMhInc0siYiIKiPZp9fMnz8fxcXF2Lx5MxQKBQ4cOIDTp09jxIgR6NevH2rXrv3Yc7Ozs3Hs2DGsW7cOFy5c0PTuvPjii1i8eLHJsQUGBorK2gNly+PatWs6dYbuoG2IrKwsDBgwQGf/JODRFPfdu3dX6KMtIiIiczIqkWnSpInRFxQEAampqfjmm2/wzTffoFq1amjQoAE8PDxQpUoVFBQUIDs7G/Hx8UhMTNRMbS7peXBwcEBRURGmT58OhUKB7777zuhY2rRpIypfu3YNubm5cHFxKXcbZ8+eFZW9vLzg7+9vdExlycjIQM+ePREVFaXz2pAhQxAeHl7hA42JiIjMyahExtjN/0p6VEq3cf/+fTx48OCJ1yg5r7CwEIcPHxa1ZayQkBDRztVFRUWIjIxE9+7dy91GRESEqFyyYJ/UcnJy8OKLL+pNYt577z18+eWXJr8fRERE1sboMTIKhcKoD33nl6d9OXh5eemsOLxjx45yn19QUIC9e/eK6nr16iVJbKWp1WoMHToUJ0+eFNUrFAp8/fXXWLx4MZMYIiKySUYnMoIgmPVDKsOHDxeVN27cWO7ZSxs2bBD1Jjk5OWHo0KGSxVZiwYIF2Ldvn6hOqVRi3bp1ePvttyW/HhERkbUw6tFSeHi41HGYzYgRIzB37lzNisFZWVkYN24cfvvttzL3Jbp69Spmz54tqhs5cqRkWzGUOHPmDD755BOd+m+++QavvfaapNciIiKyNkYlMsHBwVLHYTaenp4IDQ3F/PnzNXV79uzB2LFjsWrVKr2DZ2NjY9GvXz+kp6dr6pydnfHRRx898XpjxozBhg0bRHVHjhx57Nia6dOn6yzrP3bsWEybNu2J1yIiIqrszLO7oYUJDQ3Fr7/+inPnzmnqwsPDcerUKUyfPh2dO3dG1apVcevWLWzduhVhYWE6a8csXbq0zKnkxjh+/Dj++usvnXp7e3u89957JrW9ZMkSk84nIiKyBExk8Ghjxb1796JLly6itWQuX76MCRMmPPH8yZMnY8qUKZLH9dNPP+mt/+GHH0xum4kMERFVBrKu7GtN/Pz8cOTIEXTs2LHc5yiVSsybNw9hYWGyxHTkyBFZ2iUiIqosmMiUUqdOHRw7dgxr1qxBy5YtH3ucUqlEv379EBkZiUWLFsk29fnu3buytEtERFRZGPVoadeuXTp1AwYMKNdxUtN3XVMoFAqMHz8e48ePx82bNxEdHY2kpCRkZmbC09MTAQEBCAkJMXp20vr167F+/fpyHZudnW3UNYiIiGyFUYnM7NmzdXoh9CUU+o6TmtSJTGkBAQEICAiQrX0iIiIyjUmDfUsWpntSsiLlAnalcTVbIiIi22ZSIqNQKMqVpMiRcMiVHBEREZH1MCqR8fPzk/Q4IiIiImMYlcgcPnxY0uOIiIiIjMHp10RERGS1ZE1kYmNjcfr0aTkvQURUYTi/gMjyyLpFwaefforo6GgEBARg6NChGDhwIDw8POS8JBGRjoe5KmTlFz35wDIoFQCUDrCzs5MmKCKShGyJTEJCAk6fPg2FQoEbN27g888/R0hICBMZIqpwWflFOHolBXmqYqPbqOrqiKAarrBT8ok8kSWRLZGJjo7WfK5QKNC6dWs0btxYrssREZUpT1WMHBMSGWdH488lIvnI9qdFUlKSqBwUFCTXpYiIiMhGyZbIaD9C4nNlIiIikppsiUyrVq00nwuCgDNnzsh1KSIiIrJRsiUyQUFBePbZZzVbCcTGxmL37t1yXY6IiIhskKzD77/88ks0bNgQwKNemTlz5iA8PBwqlUrOyxIREZGNkHUdmWrVqmHLli344IMPsHfvXhQVFeGzzz7D999/j/bt26NVq1Zo2LAhPD094enpadQ4Gu7nREREZLtkTWQmT56s+dzLywsPHz6EIAhIS0vDgQMHcODAAZPaVygUiI2NNTVMIiIislKyJjJHjx6FotSa3qU/Lxk7Q0RERGQsWROZsihM3LSEiRAR2TJT/w8lqixkT2SYcBARScvR0RGCIODWrVsmt+Xp6Qlvb2/TgyIyE1kTmUOHDsnZPBGRTXJwcEB2djYiIiKQk5NjdDuurq7o3bs3ExmyarImMrVr15azeSIim5aTk4Ps7Gxzh0FkVtzGlYiIiKyW1SYyWVlZOHXqFLKysswdChEREZmJrI+WRo8erfm8T58+ePXVV01uMz4+HqNHj8a9e/cAAKtWrULnzp1NbpeIiIisj6yJTFRUlGaKYLNmzSRp09XVFYmJiQAeTT+Mj4+XpF0iIiKyPlb3aKlkOndJgsSBbkRERLbL6hKZw4cPmzsEIiIishBGP1r6/fffcefOnXIff/bsWSxfvtzYy6GwsBDx8fH4448/oFAoIAgCFAoFqlevbnSbREREZN2MTmR8fHwwc+bMJy6TXfIo6Ny5czh37pyxlxO1V/qarVq1MrlNIiIisk5GP1rq2LEjevXqpUlUBEHQ+ShN3+uGfgD/jY1RKBTo2rUr6tWrZ+yXQERERFbOpDEyc+bMgYuLi1SxPFHppKZJkyb4/PPPK+zaREREZHlMmn5do0YNzJkzB7///rve10+dOqXpQalRowb8/f2Nuo6dnR0cHBzg5uaGmjVronnz5njxxRdhZ2dndOxERERk/UxeR2bIkCEYMmSI3teCgoI0n/fp0wczZ8409XJEREREGlY3/ZqIiIiohKwr+/r5+Wk+9/LykvNSREREZINkTWS4eB0RkS6lQgEXFxe4ubkZdb6LiwuUSnaoEwEyJzJERCTm5GiPKk5VULtxC1T1zzOqDWdnZ1Rx84ajo6PE0RFZH4tNZLKzs3Hx4kU8ePAAbm5uaNq0KXx9fc0dFhGRSRzt7ZFXqMafMfeQdP+BUW3U9KmGETVqwMHBQeLoiKxPhScycXFxyMvLw9NPP6339YKCAnz22WfYsWMHCgsLNfUKhQIdO3bEe++9J5oNRURkjbJy85GeZVyPjKtLvsTREFmvCnnIqlarsXXrVjz//PPo06cP1q5dq/e47OxsjBs3Dlu2bIFKpRItgKdWq3Hs2DEMGTIEO3furIiwiYiIyMLJ3iOTnZ2N119/HefPn9dsM/C4zSa/+uorREdHQ6FQPHYPp8LCQsyfPx/e3t7o2rWrXGETERGRFZC9R2bOnDk4d+6cZrNHhUKBu3fv6hx3+/Zt/PLLL6IE5nF7LRUXF2PevHnIycmRO3wiIiKyYLL2yJw8eRIHDx7USU6cnJygUqlEI+537NiB4uJiKBQKTdIzfvx4jB07FnZ2dti3bx+WLVuG3NxcAEBaWho2bdqECRMmyPklEFEloFKpkJGZiez8wicf/BjOChcIgruEURGRFGRNZDZv3qz5XBAE1KxZEwsXLsRzzz2nc+yBAwdESUzPnj0RGhqqeX3EiBEIDAzEa6+9BrVaDUEQsH37diYyRPREKpUKt+LikJKeaXQb6np+QOOaEkZFRFKQLZERBAGRkZGa5MTV1RUbN27Uu3HkjRs3cPv2bVHPzahRo3SOa9u2Lfr164ddu3YBePQ4KjExUbSCMBGRPqrCQqhUKqPPLyoskjAaIpKKbGNkYmJikJGRAeDRuJYRI0Y8dvfro0ePispeXl5o27at3mN79eolKsfGxpoeLBEREVkl2RKZkgG9JYN0u3Xr9thjjx07pjm2ZL2Yx2nUqBEAaHpvEhMTJYmXiIiIrI9siUx6erqoXLduXb3H5efna6Zcl+jQocNj2/Xw8BCVSwb/EhGR4R631AWRtZBtjExWVpaoXKVKFb3HnTp1CiqVqtyJTOnVfgHA3t5id1kgIrJojo6OUFRxxd000/4gdHeyh5cL930i85AtC3BychKVc3Jy9O70+s8//4jKfn5+jx1LAwApKSmisrG7xxIR2ToHBwfkqNQ4HZeCPFWxUW04O9qha2B1JjJkNrIlMtWqVROV7969ixo1augcFxERIZp2rW9qdmnR0dEA/htPU7Mmp0MSEZkiT1WMHCMTGSJzk22MTJMmTQD89/xVu+cFeDTt+saNG6K6sgYFC4KArVu3ih5DcQNJIiIi2yVbIhMQEAAfHx8AjxKQn3/+Gffu3RMd8/XXX4vKbm5uZc5Y+u6773DlyhVNuW7duuyRISIismGyJTIKhQJ9+/bVPALKzMzEsGHDsG3bNhw9ehRvvfWWZvuCkmN69+4NBwcHnbaSk5Mxd+5crFy5UnR8//795QqfiIiIrICsU37Gjx+PrVu3Ii8vDwqFAklJSfjggw/0Huvo6Ihx48aJ6h48eIA33ngDMTExKC4u1iQwwKMxOK+99pqc4RMREZGFk3X3a19fX3z66aea5KOkN6Xko/RYl6lTp6JevXqi8z08PHDp0iUUFRVpjhcEAfb29vjkk084Y4mIiMjGyZrIAI+2FFi6dCnc3d01q/yWJDAl5XfeeQcTJ07UOdfBwQF16tSBQqHQJDHu7u74+uuv0aVLF7lDJyIiIgtXIavJ9e7dG8HBwdi+fTuOHz+OlJQUeHt74+mnn8bw4cNRv379x55bv3593L59G1WqVEHfvn3x1ltv6Z3GTURERLanwpbFrVatGiZOnKi356UsQ4cOxYABAxASEgJPT0+ZoiMisi5KhQIuLi4mPWJ3cXEBdygga2fx6/s///zzFX7NoqIi7Ny5E7t378bJkyeRnJyMnJwceHh4oGHDhujcuTNGjhyJli1bVnhsT7J69WpMmjQJAPDaa69h/fr15g2IiCTn5GiPKk5VULtxC1T1zzO6HTcXF0CpO1OUyJpYfCJT0Q4ePIiJEyfi1q1bOq+lpaUhKioKUVFRWLJkCYYNG4awsDB4eXlVeJz6xMfHY+7cueYOg4hk5mhvj7xCNf6MuYek+w+MbqdeLV+8XFv/hr5E1oKJTCnLli3DjBkzyn385s2b8c8//2Dv3r1o1qyZjJE9WX5+PoYOHYoHD4z/T42IrEtWbj7Ss4zvkfHxKpAwGiLzYCLzf9auXas3iQkMDES7du3g4eGBuLg4HD58GAUF//3w37lzB3379sWpU6fg6+tbkSFrFBYW4tVXX0VkZKRZrk9ERGQuRiUyc+bMEZUVCgU+/fTTJx4ntcdd11CXL1/GtGnTRHW1atXCmjVr0KdPH1H9/fv3ERoaKhp7cvv2bQwbNgx//vmnybEYKjs7G6+88gr27dtX4dcmIiIyN6MSmZ07d4rWgnlcQlH6OKmVdV1DzZgxA/n5+Zqyr68vIiIi0KBBA51jfXx8sG7dOvj7+2PhwoWa+kOHDuHAgQPo1auXyfGUV2xsLAYPHox///23wq5JRERkSWRfEM/SnTlzBvv37xfVrVq1Sm8SU9qCBQt09nqaP3++5PE9zsaNGxEcHMwkhoiIbJrRiUzJNgPlPU7qD6msXr1aVG7evDkGDhxYrnMXL14s6nGKjo7GhQsXJItNn7Nnz6J79+4YPXo0cnJyRK+5urrKem0iIiJLY9SjpfL+oi/vceYiCAJ27dolqhs1alS5z2/cuDFCQkJw/PhxTd22bdvQokULqULUyMzMxJtvvomNGzfqJHJKpRKff/45YmJisGHDBsmvTUREZKmMSmQ+++wzSY8zlwsXLiA5OVlUZ+gYl169eokSmZ07d4rGzkjl5s2bCA8P16mvX78+1qxZg+effx5jxoyR/LpERESWzKbHyJw8eVJUdnd3R9OmTQ1qo127dqJybGwsMjIyTI7tSezt7fHOO+/g4sWLZln9mIiIyBLYdCITExMjKgcFBUGpNOwtCQoKEpUFQcDFixdNjq0sL7/8MmJjY/HVV19xXAwREdk0m05krl+/LioHBAQY3EbdunVhZ2cnqouLizMpLn2cnJwwadIkxMTEYNu2bWjUqJHk1yAiIrI2FbKyb0ZGBm7evIl79+4hLS0N+fn5KC4uhpubG9zd3eHh4YHatWujYcOGsq07o09SUpKo7OfnZ3AbSqUSPj4+orE2iYmJJsemLSgoCN9//73k7RprxYoVWLlypUHnSDnbjIiICJApkSkuLsaxY8fw559/4uTJk7h79265znN2dkbTpk3Rpk0b9OrVC02aNJEjPA3tgb7e3t5GtePt7S1qKz093aS4rIFarUZhYaG5wyAiIhsnaSJTUFCADRs24Oeff0ZKSgoAw/4Kz83NxenTp3H69GmsXr0aTZo0wbhx49C3b18pw9TIysoSlT08PIxqx93dXVSuiMG+REREJOEYmYiICPTu3RtfffUVkpOTNQvXKRQKgz5KL3oXGxuL0NBQDBo0SJYVbEtv/ggAVapUMaodBwcHUVmlUhkdExEREZWfJIlMWFgYJk2ahMTERJ3kBTBsdV9958bGxuLVV1+VfGNE7YTD3t64Dirt8/jIhYiIqGKY/Gjpq6++wurVqzVJSImSR0q1atVCmzZtULduXfj7+8PNzQ3Ozs5wcHBAQUEBcnNzcf/+fSQkJODq1as4d+4ccnNzAUDUXn5+PmbMmIGHDx9i+PDhpoYN4NFA3eLiYk1ZrVYb1Y72ecYmRERERGQYk37jbt++HatWrdLpQXFxccGQIUMwdOjQJ26+qK2oqAinTp3Crl27sG/fPhQWFooeO3366aeoV68eOnbsaEroAB49EiqdyBQVFRnVjvZ5xj6isiZKpVLnkdqTCIJg9HtMRESkj9GJTEpKChYtWqTTC9OzZ0989NFHqFq1qnEB2dsjJCQEISEhmD59Or744gvs27dPk8wUFRVhzpw5+OOPP0xOGFxdXZGfn68pl/QEGUr7PCcnJ5PisgZTp07F1KlTDTonJiYGgwYNkikiIiKyRUaPkQkLC0NeXh4AaB4rhYaG4ttvvzU6idFWo0YNLFu2DAsXLhQlTCkpKdi4caPJ7VerVk1UzszMNKod7dlPPj4+RsdERERE5WdUIpOTk4PffvtN87hHoVDg7bffxvjx46WODwAwZMgQvPXWW5prCYKAX375xeR2a9SoISqnpqYa1U7JVPPHtUtERETyMCqROXbsmKY3RqFQoFWrVpg0aZKkgWmbPHmyaFn+hIQEnb2SDFWvXj1ROSEhweA2MjMzkZOTI6qrU6eOKWERERFRORmVyJw6dQrAfzOTpk2bJl1EZRg3bpxodtTx48dNai8wMFBU1t57qTyuXbumU2foDtpERERkHKMSmdK/8J2dnRESEiJZQGXp2bOnaGrz1atXTWqvTZs2ovK1a9cMHvB79uxZUdnLywv+/v4mxUVERETlY1Qik5SUpJlF1KhRIyiVFbOJtqurKwICAjQ9QTdu3DCpvZCQENHO1UVFRYiMjDSojYiICFG5a9euJsVERERE5WdUBlJ6L6GKHtj61FNPAXj0WCstLc2ktry8vNChQwdR3Y4dO8p9fkFBAfbu3Suq69Wrl0kxERERUfkZlciUfvxi7I7Rxip9Pe1BtsbQXiV448aN5Z69tGHDBjx48EBTdnJywtChQ02OiYiIiMrHqESm9Oqsjo6OkgVTHqUXmzN2AbvSRowYAU9PT005KysL48aNe+J2BVevXsXs2bNFdSNHjqzwxI6InqzUMlREVMkYlciUXtbf0GXqTVV6TIuxeyOV5unpidDQUFHdnj17MHbsWNGqv6XFxsaid+/eSE9P19Q5Ozvjo48+euL1xowZo7Pj99GjR035EogqtYe5KtxNyzX6IyE9F1A6iP7vIKLKg7sbAggNDcWvv/6Kc+fOaerCw8Nx6tQpTJ8+HZ07d0bVqlVx69YtbN26FWFhYTqPtZYuXYratWtXcORElV9WfhGOXklBnqr4yQfrUdXVEUE1XGFXQZMSiKhiMZHBo8dje/fuRZcuXURTyy9fvowJEyY88fzJkydjypQpcoZIZNPyVMXIMTKRcXY07jwisg78E+X/+Pn54ciRIwbtqq1UKjFv3jyEhYXJGBkRERE9DhOZUurUqYNjx45hzZo1aNmy5WOPUyqV6NevHyIjI3V2ACciIqKKw0dLWhQKBcaPH4/x48fj5s2biI6ORlJSEjIzM+Hp6YmAgACEhIQYPTtp/fr1WL9+vbRBV0DbREREloiJTBkCAgIQEBBg7jCIiIjoMUxOZK5fv45du3ZJEEr5r0dEREQEmJjICIKAiIgInf2G5KZQKDT7LREREZHtMrlHxhwJBQfXEhEREWBiIsOEgoiIiMzJ6ESGj3aIiIjI3IxKZMLDw6WOg4iIiMhgRiUywcHBUsdBREREZDCu7EtERERWi4kMERERWS0mMkRERGS1mMgQERGR1WIiQ0RERFaLiQwRERFZLSYyREREZLWYyBAREZHVYiJDREREVouJDBEREVktJjJERERktYze/ZqIqCKoVCpkZGYiO7/QqPOdFS4QBHeJoyIiS8FEhogsmkqlwq24OKSkZxp1vrqeH9C4psRRVSIKcwdAZBomMkRk8VSFhVCpVEadW1RYJHE0lYdSaQcIQFZ2FjJzjXx/nRygUlUD4CJtcETlxESGiMhG2SmVEAQ17ty5i8SUB0a1Ud3bA6qWtSWOjKj8mMgQEdm4IhN6vFSFxo1dIpIKZy0RERGR1WIiQ0RERFaLiQwRERFZLSYyREREZLWYyBAREZHVYiJDREREVouJDBEREVktJjJERERktZjIEBERkdViIkNERERWi4kMERGZRKngFtpkPtxriYiIjObs6AAHRwfcTcs1uS13J3t4uThKEBXZEiYyRERkNEcHO+Sq1Dh7MwV5qmKj23F2tEPXwOpMZMhgTGSIiMhkeapi5JiQyBAZi2NkiIiIyGoxkSEiIiKrxUSGiIiIrBYTGSIiIrJaTGSIiIjIajGRISIiIqvFRIaIiIisFhMZIiIislpMZIjIonEbHyIqC1f2JSJZPMxVISu/yKQ2lAoASgfY2dlJExQRVTpMZIhIFln5RTh6xbT9d6q6OiKohivslOw8JiL9mMgQkWxM3X/H2ZF79xBR2fhnDhEREVktJjJERERktZjIEBERkdViIkNERERWi4N9iUgWKpUKGZmZyM4vNLoNZ4ULBMFdwqiIqLJhIkNEslCpVLgVF4eU9Eyj21DX8wMa15QwKiKqbJjIEJFsVIWFUKlURp9fVGjagnpUQbj6MpkRExkiIjKaUmkHCEBWdhYyc01IWp0coFJVA+AiXXBkE5jIEBGR0eyUSgiCGnfu3EViygOj26nu7YGiVnUkjIxsBRMZIiIyWZGJjxHtFICDowPupuWaHIu7kz28XBxNakOKvcKkioXKxkRGj6KiIuzcuRO7d+/GyZMnkZycjJycHHh4eKBhw4bo3LkzRo4ciZYtW5otxri4OKxbtw5///03rly5grS0NNjZ2aFmzZpo1aoV+vXrh1dffRXOzs5mi5GIqLwcHeyQq1Lj7E3T9udydrRD18DqJicPUuwVJlUsVDYmMloOHjyIiRMn4tatWzqvpaWlISoqClFRUViyZAmGDRuGsLAweHl5VVh8WVlZmDFjBtauXQu1Wq3zelxcHOLi4rBz507MmTMHP/zwA/r161dh8RERmcLU/bmkZEmx0ONxQbxSli1bhp49e+pNYvTZvHkzWrZsiUuXLskb2P9JTExE+/bt8cMPP+hNYrQlJyejf//+mD59egVER0REVPHYI/N/1q5dixkzZujUBwYGol27dvDw8EBcXBwOHz6MgoICzet37txB3759cerUKfj6+soWX3Z2Nnr06IHLly+L6qtUqYLu3bujXr16yMjIwKlTp3D16lXRMV999RVq1qyJmTNnyhYfERGROTCRAXD58mVMmzZNVFerVi2sWbMGffr0EdXfv38foaGhWL9+vabu9u3bGDZsGP7880/ZYpw2bZpOEjNmzBgsW7YM3t7eovq9e/di/PjxSE5O1tTNmTMHHTp0QOfOnWWLkag0BdcWIaIKwEQGwIwZM5Cfn68p+/r6IiIiAg0aNNA51sfHB+vWrYO/vz8WLlyoqT906BAOHDiAXr16SR5fVFQUwsPDRXXvvvsuli1bpvf4l156CadOnUJISAgSEhIAAGq1GrNmzUJkZKTk8ZHpLG2GhKnxKBUAlA6ws7MzORYiorLYfCJz5swZ7N+/X1S3atUqvUlMaQsWLMD58+fx+++/a+rmz58vSyKzaNEiCIKgKbdu3RpLliwp8xx/f3/s3LkTHTp00IynOXHiBPbs2YO+fftKHiOZxtJmSJgaT1VXRwTVcIWdksPwiEheNv+/zOrVq0Xl5s2bY+DAgeU6d/HixVCU6j+Pjo7GhQsXJI0vISEB+/btE9XNnz8fynL8gmjXrh1effVVUd2PP/4oaXwknZIZEsZ+mJIESR1PXiFnehBRxbDpHhlBELBr1y5R3ahRo8p9fuPGjRESEoLjx49r6rZt24YWLVpIFSJ+++03FBf/90vBy8vLoOnUY8aMwaZNmzTl/fv3Izs7G25ubpLFSJWPqTtXc9dqMgrHVZERbDqRuXDhgmhALACDHw316tVLlMjs3LlTNHbGVAcPHhSVn3/+eTg4OJT7/C5dusDJyUkzBig/Px8HDhzAyy+/LFmMVPmYunM1d60mQ0m1Z1OxswPy8rxw9+4D0R+BhrCzs4PKgYm4tbDpRObkyZOisru7O5o2bWpQG+3atROVY2NjkZGRAU9PT5PjA3Rj7NChg0HnOzo6omXLlqJ2IiMjmchUUiqVyqT/wAHAwcEBarXSpJ2ruWs1GUqqPZv8qldDwdM1EBlxGKmpqUa14evri+BuvY2OgSqWTScyMTExonJQUFC5xp5on1OaIAi4ePEiOnXqZHJ86enpuHfvnqjO0EQLeBRj6UTm/PnzJsdGlkmlUuHYEeP/AweAunXroklb0+9fImOYumdTUeGjx6G5ubnIzs42qg1XV1ejry8HS5vVaGlsOpG5fv26qBwQEGBwG3Xr1oWdnZ3oL+C4uDhJEhnt+ADjYqxfv76oHBcXZ3RMZPlM+Q8cAPLy8iSMhohMZWmzGi2NTScySUlJorKfn5/BbSiVSvj4+IjG2iQmJpocG6AbH2BcjDVq1BCVS9aWISIi68B9nx7PphMZ7YG+2ivklpe3t7eorfT0dJPiKqEdn52dHTw8PAxuR/vrKigoQH5+PpycnIyObcWKFVi5cqVB55ReC4fETJ0lBABqF0eo1S4SRkVku7gytfWw6UQmKytLVDYmSQAeDRIuLSMjw+iYStOOT/s65aXvvIyMDJMSGbVajcJC43/pkpips4SAR4Mc1U2qSxgVkW1ycHCAIMDkPy6KnBygUlUDwD8w5GTTiUzpzR+BRxswGkN7OrQpA9VKkys+QLoYjXHjxg2zXVsOmZmZJo0rsbOzQ4ZKgeKsVNjl5xrdTlFGMeKuX0NBQYFooUZD5eTkIO76VdjlP4Sz2rh4CrPu4+a1K0BuOpzVOUbHIkU7lhSLVO0wljLk2pn8c6BSqXDt31jcirmBrBzjf7Y93FxwxTUHdy4XGt0jrVQqkSs4IvFmqsljZC4rUpFZzfzTykt+B2j/jjOWTScy2r/M7e2Nezu0z5Oqp0Ku+ADpYjRGaGio2a5d2f25ztwRPHIWwG4LaceSYpGqHcZSNkv5OQCAgxa0mPpmcwegJT4+Hm3atDG5HZtOZJRKpWi2UcmeRIbSPs/YhEOb9lRwqeIDpIvRUC+88ALGjRtncO/S0KFDUVSkO/3Q3t4eW7dulSo8m8b3WF58f+XF91deUr6/BQUFiI+Pl2R2L2DjiYyDg4MokdH3TSoP7fOMfQSkTfuRkFTxAdLFaKjAwECjMvDHdRErFAqj1tYhXXyP5cX3V158f+Ul9fsrRU9MCZtOZFxdXTVL9wOP1t8whvZ5pgyiLU17USap4gNMj1GpVBq0VULp84iIiKRi04lMtWrV8ODBf0thZ2YaN2NEe3aRj4+PSXGVqFatmqick5OD4uJi2NnZGdSOdnwODg5Gz9AqMXXqVEydOtWkNoiIiExl038eay8UZ+yy7ikpKWW2ayx97dy/f9/gdrTjq169ukmzWoiIiCyFTScy9erVE5WNWfE2MzMTOTniqYJ16tQxJSwN7fgA42LUXmlYqviIiIjMzaYTmcDAQFFZ395GT3Lt2jWdOqkGlj311FM6Y1mkiJED34iIqLKw6URGe9T0tWvXDB5Qe/bsWVHZy8sL/v7+JscGPFoorUWLFqK6c+fOGdyOdozNmzc3JSwiIiKLYdOJTEhIiGjgbFFRESIjIw1qIyIiQlTu2rWrFKFpaM+z177ek9y6dUvncVS3bt1MjouIiMgS2HQi4+XlhQ4dOojqduzYUe7zCwoKsHfvXlFdr169JImtRO/evUXlyMhI3Lt3r9znb9++XVSuVauWTi8PERGRtbLpRAYAhg8fLipv3Lix3LOXNmzYIJq+7eTkhKFDh0oaX9euXVGrVi1Nubi4GN988025zi0oKMCKFStEdaNHj+aMJSIiqjRsPpEZMWIEPD09NeWsrCyMGzfuidsBXL16FbNnzxbVjRw5Et7e3pLGZ29vj0mTJonqvvrqKxw7duyJ506fPh1xcXGasoODg05bRERE1szmExlPT0+dTQz37NmDsWPHilb9LS02Nha9e/dGenq6ps7Z2RkfffTRE683ZswYKBQK0cfRo0fLPOedd94RLY6nUqkwYMCAxyYzarUa8+bNQ1hYmKh+ypQpqF+//hNjJCIishY2vbJvidDQUPz666+iGUHh4eE4deoUpk+fjs6dO6Nq1aq4desWtm7dirCwMJ21Y5YuXYratWvLEp+npydWrlwpemz14MEDdO3aFePHj8eoUaPQqFEj5ObmIioqCl9//TVOnDghaqNhw4ZYuHChLPFVhClTpujtJeOWB9Lheywvvr/y4vsrL0t+fxWCIAjmDsISJCYmokuXLkat0zJ58mSsXLmyXMeOGTMGGzZsENUdOXKkXLOdvvzyS8yaNcvg+Hx8fHDkyBE0a9bM4HOJiIgsmflTKQvh5+eHI0eOoGPHjuU+R6lU6n2EI5eZM2fiu+++g4uLS7nPCQoKwl9//cUkhoiIKiUmMqXUqVMHx44dw5o1a9CyZcvHHqdUKtGvXz9ERkZi0aJFFToLaNq0aYiJicGoUaPK3PixTp06+PTTT3H27Fk8/fTTFRYfERFRReKjpTLcvHkT0dHRSEpKQmZmJjw9PREQEICQkBDJZycZo6CgAP/88w9u376NlJQU2NnZwcfHB23atEGzZs0s4tklERGRnJjIEBERkdXin+xERERktZjIEBERkdViIkNERERWi4kMERERWS0mMkRERGS1mMgQERGR1WIiQ0RERFaLiQwRERFZLSYyREREZLWYyJDVmjt3LhQKBRQKBT766CNJ2rx48SJCQ0MREhKC6tWrw9HREW5ubggMDMTw4cOxbds2FBUVSXItazRmzBjNe27sR3l2eq8sioqKsG3bNowePRqBgYHw8vKCg4MDqlWrhvbt2yM0NBTnz583d5hWp7CwEI6Ojibfi+vXrzf3l2J2BQUFCAgI0Lwnt27dMqk9s9zzApEVOnv2rFClShUBgABA+PDDD01qLykpSRg4cKCmvbI+GjRoIBw/flyaL8TKtG7dulzvUVkfXbp0MfeXUSH++OMPoV69euV6T4YNGyakp6ebO2Srcf78eZPvQwDCunXrzP2lmN3MmTNF70lcXJzRbZnrnmePDFmd+/fvY8iQISgoKJCkvdjYWLRu3Ro7d+4s1/E3btzAc889h6+++kqS61uLoqIixMbGmjsMq7Bs2TL07Nmz3H/dbt68GS1btsSlS5fkDaySYC+WNHbu3InFixdL0pY573l7k1sgqkCZmZno27cvrl+/Lkl7iYmJ6NatG1JSUkT17u7u6N69O2rXro379+/j+PHjuHv3rub14uJiTJ8+HX5+fnjllVckicXS/fvvv6Lk0dvbG+PGjTO4nQYNGkgZlsVZu3YtZsyYoVMfGBiIdu3awcPDA3FxcTh8+LDo/bxz5w769u2LU6dOwdfXtyJDtjraiUynTp3Qvn17g9tp1qyZVCFZnaNHj2LEiBEQJNg32uz3vCT9OkQVIDk5WWjbtq3ebkpjHy117dpV1I5SqRRmzpwp5OTkiI4rKioSNmzYILi7u4uOd3Z2Fq5evSrBV2f5fvrpJ9HX/uKLL5o7JIsTGxsrODk5id6nWrVqCXv37tU5NjU1VRgzZozOvdy9e3czRG5devToIXrPNm/ebO6QrMqePXsEZ2dnvf+XGvpoyRLueSYyZBUiIiIEPz+/xz5vNSaR2bJli04733zzTZnnnDt3TieZeeWVV4z8qqxLaGio6OsODQ01d0gWp3fv3qL3yNfXV7h+/XqZ57z//vs69+H+/fsrKGLr5OvrK3q/YmJizB2SVSguLhY++OADQalUPvb/UkMTGUu455nIkEVTq9XC4sWLBXt7+zIHjhmTyDRv3lzURv/+/ct13vbt20XnKRQK4fz58wZf39r07NlT9HVv3LjR3CFZlOjoaJ37cseOHeU6t3///qLznnnmGZmjtV6JiYmi96pKlSpCYWGhucOyeMnJyTo9WaYmMpZyz3OwL1mso0ePol27dggNDdWZ8uzi4mJS2ydOnMDFixdFdR9++GG5zh00aBA6duyoKQuCYBPTOLXHJTRv3txMkVim1atXi8rNmzfHwIEDy3Xu4sWLoVAoNOXo6GhcuHBB0vgqC+37sEmTJrC353DPxykoKMCXX36Jxo0b488//xS95urqalLblnLPM5Ehi5OYmIh+/fqhW7duiI6OFr3m5OSEn3/+Ge3atTPpGjt27BCVn376abRp06bc548ZM0ZU/vXXXyUZNGepkpOTkZycrCk7ODigSZMmZozIsgiCgF27donqRo0aVe7zGzdujJCQEFHdtm3bpAit0tFOZFq0aGGmSCzf7t27ERgYiFmzZiEjI0P0WosWLbBnzx6j27ake56JDFmcqKgovT9gLVu2RGRkJIYPH27yNQ4ePCgq9+rVy6DztY+/e/euTtJVmWj/8ggMDISjo6OZorE8Fy5cECV6gOn3VHmXA7A1TGTKb+3atbh9+7aoTqFQYPLkyTh+/Djq1atndNuWdM8zkSGL5+LigkWLFuH06dNo1aqVye3l5+frPFbq0KGDQW34+/ujRo0aorrIyEiTY7NU/OVRtpMnT4rK7u7uaNq0qUFtaPcyxsbG6vwVTbwXTdGkSRMcPXoUK1euNPmxkiXd80xkyGLZ2dlhwoQJuH79OubNmyfZc/DLly+juLhYVGfoDyAABAUFicqVeZEujo8pW0xMjKgcFBQEpdKw/1617ydBEHQSbluXn5+Pq1eviup4Lz5ZrVq1sGrVKly8eBGdO3eWpE1LuueZyJDF8fT0RGhoKG7evInVq1ejVq1akravbzG9+vXrG9yO9jlxcXFGx2TpHvdXcHR0NN577z106NBBszdV9erV0bJlS0ydOhX79++v1GOHSmjfUwEBAQa3UbduXdjZ2YnqKvM9ZYyYmBjRwH9fX1/UrFkTBQUF2Lx5M0aNGoXAwEB4eHjA2dkZTz31FLp27YrPPvtMJwGyBS1atMCPP/6IuLg4TJw4Uef+MoUl3fMc6k0Wp1u3bujWrZts7SclJYnK3t7ecHZ2Nrgd7UdLiYmJJsVlqVQqFf79919RXVZWFkJCQnDixAmd41NTU5GamooLFy4gLCwMLVu2xNKlS9G9e/eKCrnCad9Tfn5+BrehVCrh4+MjGndQWe8pY2kn1EFBQfj666+xaNEiPHjwQOf4O3fu4M6dO/jrr7/w/vvvY/To0fj0009Rs2bNigrZrBYsWCBb25Z0z7NHhmyO9gA1b29vo9rRPi89Pd3omCyZ9l/BAPDqq6/qTWL0OX/+PF544QV88skncoRnEXhPVQztRCYiIgLvvvuu3iRGW3FxMdatW4dnnnkGp0+flitEm2FJ9zx7ZMjmZGVlicoeHh5GtePu7i4qV9aBmU8a+9OyZUs0btwYNWvWRHp6Oi5evIgLFy6IHikJgoD58+cjMzMTX3zxhdwhVzjeUxWjrHvR2dkZISEheOqpp+Ds7IykpCQcO3ZMZx+1xMREdOnSBX///TeeeeYZuUOutCzpnmePDD3W0aNHoVAoZPno0aOH2b4u7V2zq1SpYlQ7Dg4OorJKpTI6JkNU9Pflcb88Xn75ZZw/fx7nzp3D1q1b8e2332Ljxo04d+4cbty4gZEjR+qc8+WXX2LTpk2SvyfmZu33lLXQt2Cai4sLFi9ejISEBBw6dAg//vgjVqxYge3btyMpKQm7d+/WGVSam5uLAQMG6CQ5VH6WdM8zkSGbo/2DYuxsKO3z1Go11Gq10XFZKu1fHgqFAqtWrcK2bdseO/W1fv362LhxI77//nvR6p0A8PbbbyM7O1u2eM1BrnuqsLDQ6Jgqm7t37+o8dmjQoIFmwLm+RxsKhQJ9+/ZFVFQUevbsKXotPj6+3Kt5ky5LuueZyJDN0Z4iaGzyoX2eQqEwePqhNRgyZAgmTZqEF154AQ0aNMBnn32GiRMnluvcSZMmYebMmaK6+/fvY/ny5XKEajZy3VNcev8/dnZ2mD9/PoYPH44OHTqgQYMG2LNnj05viz7u7u7Ytm0bGjVqJKpfu3Yt7ty5I1fIlZol3fP8KaHHUigUkk7XK02udstDuytTeyBreWmfZ2zXqqEq+vsyefJkk9r84IMP8OOPPyI1NVVTt3XrVsyePdukdi2Jg4ODaG0ia7unrIGfnx8WLlxo9PkeHh745JNPMHToUE1dYWEhdu3ahbfeekuKEG2KJd3zTGTosbp06WL0zWnJtFe0zM3NNaod7fOcnJyMjskQ1vZ9cXFxwciRI/HVV19p6s6dO4eUlBRUr17djJFJx9XVFfn5+Zqytd1TtmLw4MGoVq2aaJbTH3/8wUTGCJZ0z1e+fnCiJ6hWrZqonJmZaVQ72qP2fXx8jI6psuvSpYuoLAgCrl27ZqZopMd7yjoolUo899xzororV66YKRrrZkn3PBMZsjnaC9mVfuRhCO0ZD9rt0n/8/f116ox93y0R7ynroX0vVqb7sCJZ0j3PRIZsjvaOr/n5+UhLSzO4He0VKOvUqWNKWJWa9loRAJCXl2eGSOShfU8lJCQY3EZmZiZycnJEdbynpKd9L1am+7AiWdI9z0SGbE5gYKBOnb79l55E+9GIMRtP2gp9i1xpd01bM+17Sor7CeA9JQfte7Ey3YcVyZLueQ72JZtTu3Zt1KhRQ7TE9rlz5xAcHFzuNvLz83WerVfGXXgvXryIS5cuISUlBcnJySgsLMTixYsNbuf27ds6dcbszWKp2rRpIypfu3YNubm5cHFxKXcbZ8+eFZW9vLz0PpKzVfv27UNycjKSk5ORkpKCZ599FoMHDza4He17sTLdhxXJku55JjJkk5599lns2LFDU46IiCj32igAEBkZKVq4SalUonPnzpLGaAk2b96Mzz77TFQ3e/Zsg/+KjYiIEJU9PT3x9NNPmxyfpQgJCYGdnZ1mOmpRUREiIyMN2ihT+z3q2rWrlCFavddffx337t3TlK9fv25wIqNWq/HPP/+I6jp27ChJfLbGku55Ploim9S7d29Red++fTpLbpeldBIEAMHBwahataoksVkSfSv37t6926A2CgoKsGXLFlFdt27dKtXigV5eXujQoYOoTvseKUtBQQH27t0rquvVq5cksVUW2vfi4cOHDV4h+vfff9dZHbgy78ouJ0u65yvP/yREBhg0aJBo4aW0tDSsW7euXOempqYiPDxcVPfaa69JGp+l6NmzJxwdHUV13333nWhDyCf57rvvkJSUJKqbMmWKJPFZkuHDh4vKGzduLPdMjg0bNojWNnFychIt3EZAv379ROWcnBysXbu23OcXFhZiwYIFojp/f3+89NJLksRniyzmnheIrFCXLl0EAJqPDz/80OA2xowZI2rD29tb+Pfff8s8p7i4WOjXr5/ovKpVqwqZmZlGfiWWb+jQoaKvF4CwbNmycp17/PhxwdHRUXRu69atZY7YPB4+fCh4enqKvta+ffsKxcXFZZ535coVwdvbW3Te66+/XkFRW48HDx4ITk5OOj+zN27cKNf5b775ps59/PXXX8sctWWLi4vTeU/i4uLKfb6l3PNMZMgqSZHI3LhxQ+eXbP369YVLly7pPT4/P18n+THkl7q1unr1qlClShXR16xUKoXly5eXed7OnTsFNzc30XkODg7C2bNnKyZwM1i0aJHO/TF69GghLy9P7/ExMTFCQECA6HhnZ2chPj6+giO3Dh9//LHO+9ugQYPH/swKgiDk5OQIEyZM0Dmvffv2QlFRUQVGb3lMTWQEwTLueSYyZJWkSGQEQRC+/PJLnR9CFxcXYcaMGUJUVJSQkpIiXL16VVizZo3w9NNP6xzbsWNHobCwUNovzgItXbpU52sHIDz77LPCxo0bhRs3bghpaWnCtWvXhE2bNgk9e/bUe/zSpUvN/aXIqqCgQGjVqpXO192kSRPhhx9+EK5cuSKkpqYKp06dEkJDQwVXV1edY8PCwsz9ZVis/Px8oW3btjrvWZUqVYTJkycLhw4dEhITE4WUlBThzJkzwmeffSb4+/vrHF+1alXh6tWr5v5yzE6KRMYS7nkmMmSVpEpkBEEQ3njjDb2/dJ/00aBBA5v6y3nWrFlGvU8lH/Pnzzf3l1AhEhIShIYNGxr1Hk2ePNnc4Vu81NRUoWnTpkbfh9WqVRNOnjxp7i/DIkiRyAiC+e95DvYlm7d8+XLMnTvXoO3jO3TogL///hu1a9eWMTLL8vnnnyM8PBxubm4Gnefl5YWff/7ZpJ2LrYmfnx+OHDli0LRepVKJefPmISwsTMbIKgcfHx9ERkZi5MiRBp8bEhKCkydPGrRmFD2Z2e95k1MhIjOQskemxIULF4SBAwfqDCgs/dG4cWMhLCzMpp+tJyUlCfPmzRNq1apV5l9atWvXFubPny88ePDA3CGbhVqtFtasWSO0bNnyse+RUqkU+vXrxx4CIx07dkwYOHCgzhiu0h8KhULo1KmT8MsvvwhqtdrcIVsUqXpkSpjrnlcIggHzKIlsQHZ2No4dO4b4+HikpqaiSpUqqFGjBtq1a4fGjRubOzyLcuXKFZw5cwapqanIzMyEk5MT/Pz80LJlSy6vX8rNmzcRHR2NpKQkZGZmwtPTEwEBAQgJCYG3t7e5w7N6+fn5iIqKwvXr1/HgwQOoVCp4eHggICAA7du35y7iZlCR9zwTGSIiIrJaHCNDREREVouJDBEREVktJjJERERktZjIEBERkdViIkNERERWi4kMERERWS0mMkRERGS1mMgQERGR1WIiQ0RERFaLiQwRERFZLSYyREREZLWYyBAREZHVYiJDREREVouJDBEREVktJjJERERktezNHQAR2Zbs7GzcvHkTd+/eRXp6OnJzc1FUVARnZ2c4OzvDz88P9evXh7+/v1li69+/PxISEqBQKLBt2zY0b968wuOwFWq1GoMHD0ZsbCwAYMWKFejRo4eZoyJroxAEQTB3EERUuaWnp2Pbtm04ePAgYmJiUFxc/MRzatasie7du2Ps2LEVltTMmTMHO3bsAAAMGDAAX3zxhc4xo0aNQlRUlKY8bdo0vPnmm5LFEB8fj+7du4vqpLrGd999h+XLl4vqDh06hDp16pjctrGioqIwatQoAEDVqlWxe/du+Pj4mC0esj58tEREshEEARs2bEC3bt2wdOlSXLhwoVxJDAAkJSXh559/Rt++fVFUVCRzpMCff/6pSWKcnJwwffp02a9JQHBwsKYXJi0tDfPnzzdzRGRtmMgQkWzmz5+PTz/9FHl5eUa3UbduXdjby/sUPDs7Gx999JGmPGbMGNSoUUPWa9J/ZsyYofkeHzlyBHv37jVzRGRNOEaGiGSxadMm/Prrr6I6BwcHdOnSBcHBwahXrx68vb3h6OgIlUqFvLw8ZGRk4Pbt27h+/ToiIiLw4MEDNG3aVPZYly9fjtTUVACAl5cXJkyYIPs16T8BAQEYPHgwtmzZAgD44osv0LVrV7i6upo5MrIGTGSISHIqlQrffvutqK5Bgwb4/vvvUbdu3XK1oVarcfDgQcg9jO/69evYuHGjpvz666/Dzc1N1muSrilTpmDnzp1QqVRITk5GWFgYQkNDzR0WWQE+WiIiyUVFRSE9PV1U9+mnn5Y7iQEApVKJF198Eb169ZI6PJElS5ZoxuB4eXlhxIgRsl6P9KtVqxYGDhyoKW/YsAFJSUlmjIisBRMZIpLcjRs3dOqqV69uhkjKFhMTgyNHjmjKL7/8MlxcXMwYkW177bXXNJ8XFhZi1apVZoyGrAUTGSKSnL7HQbNmzUJKSooZonk87anIgwYNMlMkBDx6/Ni6dWtN+ddff0VycrIZIyJrwESGiCTXoUMHnbqoqCi88MILmDNnDg4fPozs7GwzRPafuLg4UW9M69at0aBBAzNGRIA4mVSpVKLxS0T6MJEhIskFBQXh5Zdf1qnPz8/Hjh07MGXKFLRr1w4vvfQSPvjgA+zdu7fCE5utW7eKeo4GDBhQodcn/fr06YMqVapoyjt27EBhYaEZIyJLx1lLRCSLDz/8EFWqVMHPP/+s93W1Wo3r16/j+vXr2LJlC1xcXNC3b19MmzZN9jVcVCoVdu7cKarr2rWrbNdLT0/HmDFj8O+//4rqX375ZSxcuBBKpWX9TalvdWFTlXd1Yjc3N7Rt2xb//PMPAODBgwf4888/0bt3b0njocrDsn56iKhSqVevXrkHz+bm5mLr1q3o3bs3tm/fLmtcERERollVjRo1Qs2aNWW51sOHDzF27FidJGbEiBFYtGiRxSUxluDZZ58VlX///XczRULWgD0yRCS5GzduYNq0abh586am7rnnnsOLL76IK1euIC4uDjdu3MC9e/d0zs3JycHcuXPx8OFDjB8/Xpb4Dh8+LCo/99xzslwnIyMDY8eOxeXLl0X148ePx8yZM2W5pqVSKBTlPrZTp0748ssvNeXIyEgUFBSIHjkRlWAiQ0SSioyMxNSpU5GTkwMAcHFxwcKFC9G3b1+dYxMSEvDTTz8hPDxcZz+lJUuWIDg4WJbdp//66y9RuW3btpJfoySJKdnZucQbb7yBt99+W/LrScnd3R3jxo0z6tyUlBTs2bNHVOfr6ytaI+ZJAgMD4enpiYyMDABAXl4eIiMjZX38R9aLiQwRSebixYt44403kJubC+DReIcff/wRLVu21Ht87dq1MWvWLPTo0QMTJ04UDfhVq9VYuHAhtm7dKmmMt27d0mxHUKJZs2aSXiMzMxNjx45FTEyMqH7GjBmYOHGiwe39888/mvfUFGfPni3XcZ6enpg1a5bB7efk5GDkyJGiOmdnZ6xcuRK1a9c2qK2nn34akZGRmnJ0dDQTGdKLiQwRSeLevXuYOHGi5heuQqHA4sWLH5vElPbMM8/gm2++0XmUdP78eSQlJUk6fuXChQuispeXl6SDi/UlMQqFAnPnzsXo0aONavPs2bPlTkLMpaioCG+99ZaoB0qpVGLJkiVG9ao1adJElMhof9+ISnCUGRFJYt68eUhLS9OUR44cieeff77c53fq1EnvX9zHjh2TIjwN7fEqTz31lGRtZ2VlYdy4cbh06ZKmTqlUYsGCBUYnMdbi/fff1/lelfS2GUP7+6Ldu0VUgokMEZls27ZtmumywKNHE9OmTTO4HX2/9KRe2fXu3buisr+/vyTtZmdnY/z48bh48aKmzs7ODp999hmGDh0qyTUs1TfffIMdO3aI6kaOHIkxY8YY3aZ2IpOVlaUZM0NUGh8tEZFJioqKsHLlSlHdyy+/DC8vL4PbCgwM1KnLy8szNjS9EhISRGUfHx+T28zOzsa4ceNw/vx5TZ2DgwOWLFkiyaaX5V2D5Um+++47nW0ZTLVt2zaEhYWJ6rp164a5c+ea1G61atV06hITE+Hp6WlSu1T5sEeGiEyyd+9eneRg8ODBRrXl6OioU1dcXGxUW4+jPdC3atWqJrWXk5OD119/XZTEAEBISIjsO3eb219//YWPPvpIVNe0aVMsW7YMdnZ2JrWt7/ui/b0jApjIEJGJ9u7dKyrXq1fP6D2L9C1F7+fnZ1Rbj6Pdw+Ps7GxSe+Hh4XoH4v7999/4448/TGrbkl26dAnvvPOOaNp8rVq1sHLlSkl2ENf3fZG6d44qByYyRGQ0lUqFqKgoUV1wcLDR7WmPXwFg8LTdJ8nPzxeV9fUCGaKsHqOPPvpINAC6srh79y4mTZokmhLu6uqK77//XrIZYPoWv2MiQ/owkSEio/377786v1xatGhhdHtxcXE6dfXr1ze6PX20V5gtvXGkKVxcXDBp0iRR3YMHD3QevVi7hw8fYsKECbh//76mzt7eHt988w2CgoIku45U3xeq/JjIEJHR7ty5o1NXr149o9vT7t2pUaOG5ImM9mMP7R4aY7i7u2PNmjWYPn26zgrG//vf/3Qev1mrgoICTJkyRSfh/OCDDyTf5kFf74ubm5uk16DKgYkMERlN36MgY8e05Obm4ty5c6K6jh07GtVWWbQTGVMfV3h5eWHDhg145plnADxaT8fb21t0zIIFC6x+oKparUZoaCjOnDkjqn/99dfxyiuvSH49fQmmFGNvqPJhIkNERtM3/sPe3rhVHfbt26fzy0uOJem1Z8OYOoZlxIgRaNq0qaj9+fPni455+PAh3n//fZOuY26fffYZ/ve//4nqXnzxRbz33nuyXO/Bgwc6dabOMKPKiYkMERnNwcFBp05788fyEAQBmzZtEtXVqFHD6FVhy6K90Jq+HbgNoW9X5759+6Jbt26iuiNHjmDXrl0mXctcfvzxR4SHh4vqWrVqhcWLFxu0q7Uh9H1f6tatK8u1yLoxkSEio+mbWaJvwO6T/PbbbzpL0A8bNszo3p2ySJ3IPM7HH38Md3d3Ud0nn3wi+UrFctu3bx++/PJLUZ2/vz9Wrlyp9/svFe3vS/Xq1floifRiIkNERtO3T9HJkycNauPevXv44osvRHU1atTAqFGjTIrtcRo1aiQq37x5U/JF94BHX4P2DtKZmZmYN2+e5NeSy6lTpzBr1izRDCIvLy+sXr1a9sc8V69eFZW1v29EJZjIEJHRSga4lrZ9+3bR+iJlyc7OxtSpU3XGqXzwwQeyzVBp27atqJyXl2dUL1J5DBkyBB06dBDVRUREYOvWrbJcT0rXr1/H1KlToVKpNHXOzs74/vvvERAQIPv1tTf31P6+EZVgIkNERvP390fjxo1FdQ8ePMAHH3zwxHVA7t27h+HDh+s8UhoyZIgsY2NK1KhRQ2esRendqqW2aNEinVVqP//8c51tHSxJSkoKJkyYINqk0cHBAd9++y1at24t+/WLiopw5coVUZ0pCy1S5cZNI4nIJG+++abOhoa7d+9GRkYGZs2ahYYNG4peS05Oxvbt2/HDDz/o9Nx069YNH3/8sewxh4SEiNbAOXnyJAYMGCDLtfz9/fHOO+/gs88+09Tl5ORg7ty5WL9+vWyDZU0xceJEJCYmiuqee+453L17F6tXr0ZBQQGKiopQWFho0MJ1ffr0QfPmzZ943Llz50Qz2FxdXU1aaJEqNyYyRGSSnj17omvXrjh69Kio/u+//8bff/+NevXqoU6dOlAoFEhOTsa1a9f0/vLr1asXvvjiC5M3GyyPPn36YMuWLZry8ePHZb3e6NGjceDAAdGeTCdOnMCmTZswYsQIWa9tDO3HOgBw+PBhHD582KR2GzVqVK5ERvv78cILL5i8lQRVXny0REQm+/rrr9GqVSu9r926dQvHjh1DREQErl69qpPEODg4YM6cOfjmm2/g5ORUAdE+ekxRvXp1TTkpKQnXrl2T7XpKpRKffPKJzi/jJUuW6F0d2dYdO3ZMVNZeLZmoNCYyRGQyZ2dnhIeH44033tC7tow+9vb2GDx4MPbv348xY8bIG6AWpVKJfv36ier2798v6zUbNGiAN954Q1SXm5uL2bNnQ61Wy3pta5KQkIALFy5oytWrV5dlhWeqPBQCd+YiIgklJyfj0KFDOHr0KO7cuYMHDx4gLy8PXl5eqFq1Kho3boxnn30Wzz33HHx8fMwWZ0JCAl544QXN1Ot69erprFxLFW/16tVYunSppvzuu+9i8uTJZoyILB0TGSKyWW+//TYOHDigKW/bto2DSs2sX79+mjVknJyccPToUZ29q4hK46MlIrJZ48ePF5V//vlnM0VCwKPdz0svhDd48GAmMfRETGSIyGa1aNEC3bt315T37dtn8iaSZLyffvpJ87mTkxMfKVG5MJEhIpv2zjvvQKl89F+hSqVir4yZ3L17F4cOHdKUR4wYIZpZRvQ4TGSIyKY1btwYL7/8sqa8YcMGZGZmmjEi2xQWFqbZOb1q1aqYNGmSmSMia8FEhohs3owZMzRjMbKysrBhwwYzR2Rb7t69i99//11TnjVrFjw9Pc0YEVkTJjJEZPO8vLwwe/ZsTXn9+vW4f/++GSOyLV9//bWmNyY4OFi27SKocmIiQ0QEYMCAAejVqxeAR7tyL1u2zMwR2YYzZ85gz549AABPT0988cUXZo6IrA0TGSKi/7Nw4ULUrl0bALBz505Zd8UmQBAEfPLJJ5ryggUL4OfnZ8aIyBpxQTwiIiKyWuyRISIiIqvFRIaIiIisFhMZIiIislpMZIiIiMhqMZEhIiIiq8VEhoiIiKwWExkiIiKyWkxkiIiIyGoxkSEiIiKrxUSGiIiIrNb/Bywem5Xt4aZ1AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.stats import norm\n",
    "\n",
    "center = est_array[:,0]\n",
    "diff = np.diff(center, prepend=0)\n",
    "mask = np.abs(diff) < 20\n",
    "mask_neg = diff <= -20\n",
    "mask_pos = diff >= 20\n",
    "\n",
    "fig,ax=plt.subplots(1,1, figsize=(12, 6), tight_layout=True)\n",
    "\n",
    "ax.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "ax.plot(center, time_elapsed, '.', label='Lorentzian center')\n",
    "ax.plot(diff, time_elapsed, '.', label='Differential')\n",
    "ax.legend()\n",
    "\n",
    "drift = diff[mask]\n",
    "jump_drift_neg = np.abs(diff[mask_neg])\n",
    "jump_drift_pos = np.abs(diff[mask_pos])\n",
    "jump_drift = np.append(jump_drift_neg, jump_drift_pos)\n",
    "\n",
    "\n",
    "#hist_jump = ax[1].hist(jump_drift_neg-jump_drift_neg.mean(), bins=bins, alpha=0.5, density=True, color=fn.colors[1])[0]\n",
    "#hist_jump = ax[1].hist(jump_drift_pos-jump_drift_pos.mean(), bins=bins, alpha=0.5, density=True, color=fn.colors[2])[0]\n",
    "\n",
    "\n",
    "fig, ax1 = plt.subplots(figsize=(5,5))\n",
    "\n",
    "color = 'black'\n",
    "ax1.set_xlabel(r'$\\delta$ (kHz)', fontsize=35)\n",
    "ax1.set_ylabel(r'Distribution', fontsize=35)  # we already handled the x-label with ax1\n",
    "\n",
    "bins = np.linspace(-10, 10,21)\n",
    "x = np.linspace(bins[0], bins[-1], 1000)\n",
    "hist_drift = ax1.hist(drift, bins=bins, alpha=0.5, density=True, color=color, label='Drift')[0]\n",
    "popt_drift = norm.fit(drift)\n",
    "#ax1.plot(x, norm.pdf(x, *popt_drift), color=color)\n",
    "\n",
    "hist_jump = ax1.hist(jump_drift-jump_drift.mean(), bins=bins, alpha=0.5, density=True, color='tab:blue', label='Jumps')[0]\n",
    "popt_jump = norm.fit(jump_drift-jump_drift.mean())\n",
    "#ax1.plot(x, norm.pdf(x, *popt_jump), color=color)\n",
    "\n",
    "plt.xticks([-10, -5, 0, 5, 10], fontsize=35, color=color)\n",
    "plt.yticks([0, 0.1, 0.2, 0.3, 0.4], fontsize=35, color=color)\n",
    "ax1.tick_params(length=10, width=5,pad=10, axis='x', labelcolor=color)\n",
    "ax1.tick_params(length=10, width=5,pad=10, axis='y')\n",
    "plt.legend(fontsize=25)\n",
    "\"\"\"\n",
    "ax2 = ax1.twiny()  # instantiate a second Axes that shares the same x-axis\n",
    "\n",
    "color = 'tab:blue'\n",
    "ax2.set_xlabel(r'$\\delta$ (kHz)', color=color, fontsize=35, labelpad=15)  # we already handled the x-label with ax1\n",
    "\n",
    "plt.xticks([25, 30, 35, 40, 45], fontsize=35, color=color)\n",
    "plt.xlim(25, 47)\n",
    "ax2.tick_params(length=10, width=5,pad=10, axis='x', labelcolor=color)\n",
    "ax2.tick_params(length=10, width=5,pad=10, axis='y')\n",
    "\"\"\"\n",
    "\n",
    "fig.savefig(f\"{FIGURE_PATH}jump_histograms.pdf\", bbox_inches='tight', )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1173,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell performs the classification of the states by simply setting \n",
    "# upper and lower boundries for each possible state.\n",
    "\n",
    "# To calculate the boundries we sort the center of the lorentzians and\n",
    "# observe that there are distinct regions where each lorentzian can be located\n",
    "# We can extract their boundries using a threshold in the derivative of the sorted list\n",
    "# This is done using the \"derivative_bound\" function, we require that thresholds should have a point spacing>3\n",
    "\n",
    "f = np.array(est_array[:,0]-manual_correction)\n",
    "s_f = np.sort(f)\n",
    "large_deriv_points = derivative_bound(s_f, derrivative_lower_bound=0.7, point_spacing=2)\n",
    "jumps_f = np.delete(np.append(large_deriv_points, s_f.shape[0]), [0,1], 0)\n",
    "\n",
    "centers, ranges = [], []\n",
    "start = 0\n",
    "for end in jumps_f:\n",
    "    section = s_f[start:end]\n",
    "    centers.append(section.mean())\n",
    "    ranges.append([section.min()-0.5, section.max()+0.5])\n",
    "    start = end\n",
    "    #print(ranges)\n",
    "    \n",
    "centers = np.array(centers)\n",
    "ranges = np.array(ranges)\n",
    "\n",
    "plt.plot(s_f, '.')\n",
    "plt.vlines(jumps_f, min(f), max(f), color='k')\n",
    "#plt.hlines(centers, 0, len(f), color='k', linestyle='dashed')\n",
    "plt.hlines(ranges[:,1], 0, len(f), color='r', linestyle='dashed')\n",
    "plt.hlines(ranges[:,0], 0, len(f), color='b', linestyle='dashed')\n",
    "plt.xlabel('Arbitrary index')\n",
    "plt.ylabel('Sorted lorentzian center (kHz)')\n",
    "plt.show()\n",
    "\n",
    "def clasify_states(frequencies, ranges):\n",
    "    states = []\n",
    "    for f in frequencies:\n",
    "        assigned_state = -1\n",
    "        for ii, (min_range, max_range) in enumerate(ranges):\n",
    "            if min_range <= f and max_range >= f:\n",
    "                assigned_state = ii\n",
    "                break\n",
    "        states.append(assigned_state)\n",
    "    return states\n",
    "\n",
    "states = clasify_states(f, ranges)\n",
    "states_freq = [centers[i] for i in states]\n",
    "delta_freq = states_freq - f + manual_correction\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(f, '.')\n",
    "plt.plot(states_freq,'k.')\n",
    "plt.xlabel('Chunk index')\n",
    "plt.ylabel('Fit lorentzian center (kHz)')\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(states_freq - f, 'r', alpha=0.3)\n",
    "plt.plot(manual_correction, 'k--', alpha=0.5, label='manual_correction')\n",
    "plt.plot(delta_freq)\n",
    "plt.xlabel('Chunk index')\n",
    "plt.ylabel('Drift (kHz)')\n",
    "plt.legend()\n",
    "plt.title(f\"Standard deviation of drift  = {np.std(delta_freq):.2f} kHz\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(s_f, '.')\n",
    "plt.hlines(-5, 0, len(s_f), color='k', ls='--')\n",
    "plt.xticks([])\n",
    "plt.yticks(np.arange(-30, 31, 20), fontsize=35)\n",
    "plt.xlabel('Sorted index', fontsize=35)\n",
    "plt.ylabel(r'$\\tilde{\\delta}$ (kHz)', fontsize=35)\n",
    "plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1175,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dzz33HAkJCQH3OXjwIPPmzePjjz+moqIC0N5v7969ad26Nfv27UNVvT82qnO+evaT1e/a0//+9z8AXnnlFb/blZaWepXqhXt+4f77O+200wIe283ue251mcIshKimUMsSauiGAKjKnjLNGgoigG0s6cuaCl3G+r4/9zFdsGY2ECCoVLUDqDYY/5IWtIrAe09KsKMo8IZzKDnO7qTbfmGv2oa3ssZb7lOd7zHGfW1oQaVQyj7M6Dcvkb5ZqanjCiFC4CiiU/n3tFUOs19NcT9crYX55HYRzVL6avcRnyDPkg3eA3VcKszIzmXI2WeYBsqMjE2ujQGjWCnXTU1O5NIeiT6PiegigaUYVd++qOhBiV9++cWrd45ODyQ0a9bM73GSkpIAyMzM5MMPP4zsSQbw448/cs8999CoUSOef/55UlJSAu6jqip/+tOf2LVrF9deey2XXHIJZ511ljv75sorr2Tfvn0RPU/9d2SVPVRWVkbjxo29tt20aVNQ7ydS51aj//7iEqBJKlCi/VwTGQtCiNoTThZSBG8IvFhlF0HgALZZSd+mRbDpOegxAXas1N6fj2CDSh7bJ7WMyPvXV9f1tY8DpHBQTWHy4IyA+1bne0xNfQcKZRU9Go4rhAhCZcA+RXXxRSMbM05N4XXnBVGzMO+ZpRQMlwovfVHApEEZptmbVswCRvWxCkbUHemxFMNSkxPJykyp8wtiJOhTvLZt22b6/NatW1EUhd/97nd+j9OkSRPS0tIoLCzk6NGjPs/v3LmT+fPns379+rDO0yrrpqSkhFtvvZXy8nKeeuoprz5R/vzwww/s2rWLfv368cgjj9CnTx93UOnUqVPs3r0bwCdjqTrOPPNMEhIS2LlzJ06n703KhAkT6N+/P+Xl5e6m5N9++63PdsePH+eJJ57g1Vdfjdi51fS/P7fGzeH0VLjsb9a9ToQQsaP3xMD9i2qDWQ8nqGwovsB/MGfLCxZBKRV2rIDJa+DivwZ5IkrV62L43FLsEN8YCnLAURRUDw4zxhIKnb7KPmjeOp744HuKHeWWr1Gd7zH16TuQEKKGGAL2Ci7mJixj1TUdA/b3qQ1W19FAluZomUxzL++G3eTexKb4XPlNA0Z6Bqh+jGgJtonYJBlLIiqMGTOGxYsX8/LLL3PRRRd5BWaef/55fv75ZwYPHuwuifNn/PjxPPPMMzz66KM8+eST7nK0srIyZs2aRW5ubtCBHyO9J5Fesgbw22+/cdttt1FUVMQDDzzAsGHDgj6eXjLmcDioqKhwH9/pdDJ37lx3ppbn61VXQkICl1xyCW+//TbPP/+813S7tWvXkpeXx7Bhw0hMTGT8+PGsWrWKv/zlL3Tr1o0zzjjDve3TTz/Na6+9xvjx1uUOgcTHxwN4vfea/PfnxRYH7ftCKGV0QojoVVNZSKGew+iFHjcyCgy8Ewbc6v/cHEVadpIVVYVvXtF6KnmyKpEb/5KWldTiTMj/1Dubq/tVsGw4qC5UbLxXMYoXK0byi5LiniQUzISgQGUYeoBpyYYC91SfsKcwCSFEOEyySBXVSZ+mRyEKgifBlLOZcaH1GDJmb0JV76GcHw8FVW5c36pgRN2RwJKocW+//TZbt241fa5Dhw488cQTtGvXjlmzZvHII49wxRVXMGzYMFq3bs0333zDt99+S/v27Xn88ceDer3JkyezefNmVq9eza5duxg0aBA2m421a9dSXFzMyJEjufTSS8N6Ly1atKBRo0Z8//33PP7442RlZfH555+zY8cOOnbsiM1m4/nnn/fJBGratCk33nijz/HS09Pp3bs327dvZ/z48WRlZXHq1Ck2bNjA7t27SUlJ4fDhw6ZT4YJWcVJrWG1vpJWBAQ888ADbt2/nueee44svvqBXr17s37+fNWvW0LJlSx555BEAevfuze23387zzz/PJZdcwoUXXkjz5s3Ztm0bubm5nHnmmfz5z38O+9RSU1PZvXs3DzzwAH369OGGG26o0X9/QghRKzyzTFv+LnDAa++WwMf82jjQQIExz8G7d/j2l/Lsn+TZUyq+sTuopB3BxZ/iPmCy/QNmVNzM3A/h0+9/4as9RwOO47Zqom0mUJ8PIYSoEaH24KtlZtdRG3D1gDRe37IXF5heZz2zj/RSW+OCQCgBIynXFZEggSVR44qKiigqMh/lrjeHBrjiiivIyMhgyZIlbNq0ifLyctq1a8ett97KlClTgmo2DVoWzJIlS/jXv/7FO++8w6pVq4iPj6djx47cdtttjBs3DrvdHtZ7iY+P57HHHmPBggW8/vrrlJaWunsg7dmzh3nz5pnu165dO9PAkqIoLF68mGeffZacnBxeffVVWrZsSWZmJjNnzuTYsWM88MADrF+/nr59+4Z+wqUl4Nhb9XNyGiS1pEWLFrzxxhv8/e9/55NPPuGVV16hSZMmXHzxxUybNo02bdq4d7n77rvp2rUrr7zyCmvXruXUqVO0bduWW2+9lUmTJgXse+XPfffdx8yZM1m3bh27du3ihhtuqNF/f0IIUaN8mnerWrZQ5jDv4JKjSFtJb5FZjSwrFd6Z6t1/yaq/lJ7NVZBjmuFkV2BO3DJynN3ZurvqcX+BIL2EItQyjmhsDCuEqKdqYxJoNVgNMriqXwfuvPB3ltlHD4zqREFJqfsYxmlyD47qTLd2yWS0TCK9ZWOvbYWoKYoayeYt9dDOnTu5/PLLyc7O5txzz7Xc7rfffqOgoICMjIzQJlTVMKfTyTfffANAr1695Ia8Iak4CQd3+j7e6lx35lJDFa3/vTZUnlMFjx8/7m7iLkTMKciBl0f7Pn7D+5BxvvZ34+S30Qu1wNMz52I6Tc5NMX9esWv9l06VVU25swpcOYpgQVfLBuNXn3yIza4uPo+vuPk8sjLNBzgUO8p56YsCluYUBNVG3K4obJw+VG5wRNjkM0OEzFFUM5NAI6TYUe43s+jbvUdZu+sXWp9+GqUnnMz/KK8qiDSys/tnM1KKXDfq03Uq2HiIZCwJUV85T1g/3sADS0IIUSMClV2YTX57b5rWcHzMs/Du3VhPebO4a1CdWlDJKnCVNRUG3FaVteTVA6pKhWpjt8u3j2GgCUGpyYnMvLgLkwZlsLukjMYJNlZ+tZfXtuz12damII1hhRC1Lxp68PnhrxTt3jf+w6rt5pUfLhXmr87zG9SXUmRRW2QqnBD1lb1RaI8LIYQIn54lNPxRLZgEvmUXe7f4ZgupTti7FZqnw4QVob9uoMDVpkVaNtT25dpjvSfCtO9g4F3oXwMrVBszKyZzAO+spFACQfqUth5pzZkztjszRnV2f8m0AX8aksEX0y+U1XIhRIMX7DTOb/cetQwq6SrHRARFL0UWoiZIxpIQ9VVcgtZTydhjSbKVhBAisoxZQsNnQ9ve3mUX25fDu3f57qso8NYktHXlYG8P9H0rX0svf9v5tkWZm6HXU3I7GPH/tGl1R37mcHxbmu04ga2ynM0GTBmSwaRBGWGvbN/y+0zG9GwbVOPYYKbQCSFErYpILzxfxn5I/srTtu4+EtQxg+1rY8xA9XftleuyCJUEloSoz5JaQqPTfabCCSGEiBCzLKG1j2rlbfrNyL6v4b278Pn6r9gqJ8h5NPsOheqCtbOg6GvY9Y73NDqfbZ1ajxHPG6TKIFNrYGZ73OVskRw5rQZ4T1Y3WXJTI4SoM2a98HpPrPZhix3lXgMPApWn9U9vEdLxbcDErI7888s9vs8ZMlD9BbhCCX4JoZPAkhD1XVyCBJSEEKKmHMk3L2/TgzjuTCWTAMuQ++Hz+b6PG/s06Y8Nnw3JHTwynNC2+/7fgc8ziBHbkRw5vXJbIdOzc1FVLSlrnseNiR40Skqwm95kHSs75dWcVm5qhBC1xqoXnnG6ZxgKSkp9mmz7m5TZI6055/+uJRt+Kgnq+C7goq6ppDZLdPdeMstA9RfgAkIKfgmhk8CSEEIIIUS4/DXs1m9QrKa5/e4iyPmLYV8bjPoLNE4BRyGsmaXtr6pQekgraQ41s0lRwh6x7RkEKj3pdP/pL5Oo2FHOg6ty3T+rKkxflcuQs88g58dD7psWszl3TlVl3uo8aTgrhKgbgRYLqiGjZRI2Ba/gUqABCU+O707W3HU+j9sU7drqeQ3Vj5WVmeK3FNlfgEtFDSn4JYROAktCCCGEENWRNRW+XFxZNlHZsBusex4pNm2b9n0qp7RN025clMo7hQ/vparfkkeZ3KZFQZ2OT7cmVdFW24PgWYLmGQQycmcSnW336UOy9vtfTM8pe/s+nv7kR/fxzMJjxpsukJsaIUQtCjTdsxpSkxOZe3k3ZmZ/h1NVsStKwAEJqcmJzB9XtY9nBlLOj4csj+UvAzVQgCvU4JcQIIElIYQQQojQ6E1d9/9H63GkVs7lGXiX1hA7/1NY0NWikbYNJq/Vgkqg9e3IHKZNhvMscQs1K0nfq7L0zJsr8Gq7o4j1m77k/3LK2K+m+IS1fI6owjf/XsSVCUtRDH1IDv76m+k+a3f9YhmkcqnazcsDozppJRxyUyOEqAvJ7QwBf3vYGZ9mrurXgSFnnxFSPzurfcI5FgQOcIUa/BICJLAkhBBCCBE8z6auXlQta6nLZRbPU9kn6dGqoJIuuR0cSSHcYJLOqSosrvgjU+Pewa54HCvQavv25ajv3c1Q1cWGBIUZFVN4wznU72u14TBPxC1B0RuGe/QhGX5Oaxaty/fZ55tCh89jNgXevn0gZSdd7hujZonxclMjhKg7esD/yM/e0z0jJJx+dlb7hNsbz19QKtyAlWjYJLAkhBBCCBEMY1NXI9UJezf7eb5yiltiM98JQ2blFyiV5XHexzNmJanAgbMmMPa7gRwghX2cwZy4ZcQpLlTFjuJvtd1RhPru3Shor2FXVObELSPH2Z0DpFj9JsiwHfAOXunv/8jP9Mg4n3G927Fqe5H7KasGtFMGn0mPtOZej8lNjRCizlVOzazP/AWlIjnMQTQMElgSQgghhAiGWVNXT4od0s4zn+qms5owZFZ+MXw2JLeHbUthzxfa7qpvDyUFaPPfldiUgaDCG86h5Di7k2H7hYcnXkKX1GQoyPHqg6Q7vPd7UvA+1zjFRbrtFw64rANLBa42OFXFK7ikKnaUysyop6/sycSsjny1+yh905vT6vTTGDRvnVeJmw2YNDjd9PhyUyOEEELEDltdn4AQQgghREyITzJrYKTR+3A0baM181Yqv2IpJl+19AlDRr0nwrRcuOF9GD5Ly256a5I7qATay9tMTkHBxeO/T8KuKLThMBm2AxS4WrP8lRdRn+kKL4/W+j5tX+613zfHU3Cq3gesUG3sdrU2fZv3X3Q2dw07iwOkMKNiChWqzb3PzwMe9wpc9UhrzuTztYwkvaeHvfL3Z1cU5o7rJsEjIYQQoh6QjCUhROgqToLzBNgbQVxCXZ+NEELUPHdvJUPvouGzoG1vrQ+HV9PuymbeXS6DZcODnzCkB2aWj/GfHWXgVOF44zQ+G7adthumY1dUnCooKCh49kG6G1qdC+37sHJbIdP/XcwV9inu0rkK1cbMismWZXBFx8pZsWUvUJUZlW77hb1qG97KGu81Vc4YNJISNyFEQ+fvGilELJPAkqgx2dnZzJgxw+fx+Ph4mjRpwllnncWll17KFVdcgd1udz+/aNEinnvuOR5//HGuuOIKr+P97W9/Y//+/Zx++um88sorJCcnM3v2bL788kucTieXXnopjz/+eK28v0j45JNP6NChA507dwZgy5YtTJw4kdGjR/PUU0+FdcxOnTrRunVrcnJyInmqVUpLwLG36ufkNEhqWTOvJYQQ0cC0t5INJq+pasTts01lM+8Bt4Y+YShQyZ2Jpc5LWL76BzY2moFSWZ5mVyrPw5PqgqXDOPaHp5nxfhtUvANEu12tLYNKCrBiy16vIx4ghYNqCnMv70bOj4eYkZ2LS9WyquZe3o2r+nXwOoaUuAkhGgI9gJSUYKf0pJOMlklBXSOFiFUSWBI1rnPnzgwfPtz9c3l5OYcPH2bTpk3MmjWL999/nyVLlpCYqH3R7N+/P3fccQddunRx7/Pf//6XmTNnkpiYyNVXX01cXBzt27dn+vTprFmzhj59+tC3b1+6detW6+8vXE899RRLlizhpZdecj/Wrl077rjjDjp16lSHZ+ZHxUnvoBJoPzc6XTKXhBD1l2mgxwWnyvxvo5e8BZow5CjS9td7IOkld6ohKGTBqcIO15n0UH5wN+H2TyV57X20Uhe6g0gHSPHbUwlgQv80Xtu61+fxZ6/uRZ/05l49lFwqzMz+jiFnnyGBJCFETDELChmvY/4yj1ZuK3QHkHR6wbH+kFwjRX0jgSVR48455xzuvPNOn8dLS0uZMWMGH3/8MQ8++CDPPvssAAMGDGDAgAFe2+bl5aGqKmPHjuWhhx5yP/79998D8Nxzz9GiRYsafBeRV1LiOx2nffv2pr+rqOE8Yf24BJaEEPWV2cQ2YzlboG2sJgy5S+xc2v7dr4YdrwcdVHKpWqnb4oRFOFVQPUvf/FBUFxl+GnQreOc6zRjVmTE92/L6tr1eN0t2RaFPenMKSkq9Hgdwqiq7S8rkpkkIETNMg0IKTB/VmVuGZFLsKOfFjQUs21iAS/V+DrSAk3F/8MkdBeQaKeoXCSyJOpOUlMT8+fP54Ycf+Pjjj/nPf/5Dz549Tbc9efIkAM2be48kPnXqFEDMBZVilr1RaI8LIUR9YDaxzVjOFsw2Ro4iePcu8OyB9O1rQZ+WCwUVtbLkDfeffqfS6RQ7E0b+ni2rD/ncANkVhezbs9h3tBxVhT7pzd03PnMv78bM7O9wqip2RWHO5V3dz9kUfIJO6S0bB/1+hBCiLlkGhVSY+2Ee/yk8xkffHfAKEunP7S4p5a5hvzMNsluRa6SoT2QqnKhTiYmJ3HjjjQC89957gNZjqVOnTrz55puA1jNI79X03HPP0alTJ/c2RUVF7m08y8ecTievvPIKY8eOpUePHvTp04cbbrjBtO9Qp06duOWWW1i5ciUDBw6kZ8+e3Hfffe7n8/Pzuffeexk0aBBdu3Zl2LBhzJ8/H4fD4XUc/Zxyc3P5xz/+wUUXXUTXrl254IILmDdvHqWlpV6v+fbbbwMwadIk97lv2bKFTp06eb0+wJ49e3jkkUf4wx/+QPfu3enRowcXX3wxCxYs4Lfffgv9Fx+uuAStp5Kn5DTJVhJC1H+eE9um5Wo/h7ONp71bMF/HDo6t2xVVwSQ3FUY9RVXhhU7xmFSnBb3GDOnPF9Mv5E9DMtxfCPVgUY+05lzSvS2X9mjrtZp+Vb8ObJw+lBU3n8fG6UPd/UHMpr55Bp2EECLaBQoKrTYElTyt2LqXgXPXkbvPYTq5E7Srss29ECDXSFG/hJWxVFFRwT//+U+ys7MpLCwkMTGRXr16MXXqVHr06OG17ZEjR1i8eDHr16+npKSEtm3bMm7cOCZNmkRcnO/Lf/XVVyxevJjvv/+eU6dO0a1bN6ZOnUr//v3De4f1mbEnQ4zS/91u3brV9Pk77riDXbt28emnn9K/f3/3P3fccQcvv/wyv/76K3fccYd7e6fTydSpU1m/fj1nnXUWV1xxBU6nkzVr1nDzzTczc+ZMbrjhBq/XyM3N5csvv+Syyy5DVVV3f6fNmzdz2223cerUKYYPH0779u3ZtWsXL774IuvWrWPFihU+2VKPPvoo+fn5jBw5kgsvvJCPP/6Yl156iV9++YVnnnnG/Z7Wrl1LXl4ef/zjH0lLMwRrPOTl5XHttddSUVHB8OHDadu2LUeOHGHt2rW88MIL/Pzzz+4ywlqR1FLrqSRT4YQQDY1VOZvVNjX9OZ37hu9jih06jYS4eN/sKZM+T6nJicy8uAuTBmUEPa3NqgG3TH0TQsSyjJZJPpmXoVCBeavzTINPeiDJ3zUypIlx9eQ+UNQfYQWW/vznP/Pxxx+Tnp7ONddcw7Fjx/jwww/ZtGkTf/vb3xg8eDAADoeD6667jp9//pkRI0bQoUMHvvjiC5566ilyc3N9bobXr1/PHXfcwemnn87o0aNxOp28//773HDDDSxatMirAXSDZ+zJMHph4JXRKNW2bVsADh48aPr8nXfeSXZ2tjuwpPcgGjBgAG+//Ta//vqrV1+iV199lfXr13PZZZfxxBNPuAOY06ZNY8KECcyfP5/BgweTmZnp3ufw4cM89thjXHXVVe7HTpw44c4ceuONN7yaia9YsYLZs2fzxBNP8PTTT3ud7969e3nvvfdo3749ALfeeisjRozg448/5tChQ5xxxhnceeedFBUVkZeXx2WXXcbAgQMtfz8LFizg+PHjvPrqq/Tr18/9+J///GdGjBjBmjVrOH78OE2aNPHzW46wuAQJKAkhhD9+Pqf1m4fMZj1o7dPNqBoUW1X5nbFhOPi9CYnUtDaZ+iaEiFV65qVe7hsO414K8Nw1vejdsaqk2Owa6dnbKeDEuHp0Hyjqj5BL4TZv3szHH39M9+7dee+995g5cyZPPvkk//znP3G5XDz66KPubZ977jny8/N55JFHePbZZ7nvvvt466233DfZn3zyiXvbEydO8PDDD9OkSROys7N56KGHmDVrFqtWreL0009n9uzZlJeXR+ZdxzrjSGPVpa1KOorq9LTCFR8fD8Dx48cjcrw33ngDu93Oww8/7JUVl5yczG233YbT6SQ7O9tnv5EjR3r9vG7dOg4dOsSECRO8gkoAEyZMID09nY8++sjnvEePHu0OKumv27t3b5xOJ/v27Qv5/Vx//fXMnz/fK6gEkJKSwu9+9ztcLhfHjh0L+bhCCCHCV+woZ1N+CcWOyu8mjiIoyAFHEb/sy0d91/xzeuW2QgbNW8c1S7aQtTiPlan3U6FqtREB72PcpWwWX9/GvWhyc6HCd6tgQVd4ebT25/bl4bxlIYSo9zzLfadekOlVJnxxtzYhH08FWiQ18htwN/Z20ifGuT9fPNWz+0BRf4ScsbRjxw5Au3lOSKjKWOjbty9nnXUWP/zwA4cPH6Zp06a8+eabpKamcvXVV7u3s9vtPPjgg3zyySe8/vrrjBgxAsCdzXHrrbeSmprq3r5Dhw5cf/31LFq0iLVr1zJ69Oiw32y94W+kcQymQuq9h5KSkqp9rLKyMv773//SpEkTXnrpJZ/nDx8+DFRNk9MlJyeTnJzs9Vhubi4ABQUFLFq0yOdYdrudiooKfvjhB/r06eN+PD093Wfb008/HahqNh6KQYMGAXDs2DF++OEHCgsLKSwsZOfOnXz33XcAuFzBjJcWQghhWWoQQlmBcWX59b4/0f+7R0F1oWLjnYpR/CnO93P68N5dzMg+4XXz8GBBT57hWXrbfuK5+Gd9OiO5KTa4egUkJEF8Y1g23HcCXZpH2wDPFW2v86i8Cckc5vs+pbRCCCHcmZdZmSlcl9XRq3TtLx/nsXh9ftDHCqZBd0hTNevZfaCoP0IOLOlTufSmybpTp05x5MgR4uPjadq0Kd9//z3l5eVcdNFF2GzeK2vt27enQ4cObNu2DafTid1u56uvvgIgKyvL5zXPO+88Fi1axObNm6sVWFq8eDEvvPBCSPuoYaZB1qhgxh7HED2Lx1+foWD9+uuvgJb99Nxzz1luZ2y8fdppp/ls87///Q/QMpfWrVsX9LEaNfKdkKYo+mp06P9/OnjwIPPmzePjjz+moqICgNatW9O7d29at27Nvn37ovP/p0IIEWXezdnK6x99xs+uNhxUUqpKDUIoKzCuLLdSD9Nnx2xQtAcUXNxk/xCnqmBXqq7NFaqN136Kw6We8DnmAVI4ygHLhq8qoKgueH1C1bn5m0BnXNH2OaDJTUgYpRVB9wORgJUQIkYZy3vvv6gzp58Wz9zVeQH3DbZBt1lvJ8uAVD27DxT1R8iBpREjRrBgwQJee+01OnfuzB/+8Af+97//8dRTT3Ho0CFuuukmEhISyM/XIrlWwYIOHTpQWFjIvn376NixIz///LP7cbNtAfc24XK5XGFljESdcEYaRzG9aXffvn2rfSw96ykzM5MPP/wwIsd65plnuPjii6t9biFxVUDFSVR7PH/605/YtWsX1157LZdccglnnXWWO7vqyiuvDKu8TgghGppjXyzjkk/vZUyCilNVmFExhZnZCheknqK1WVmBWUYPvivLGbYDXgEkgDhF5e8VlzDZvpo4xUWFamNmxWTe3FJq2Ri2wNUGl6pgU3yfdMebPM/N2EPJM6j09T+tg0rgexNiVVph8TuAEPqBSC8QIUQ9c8vvMxnTsy3b9xxFVaHoWDlPfvQDTlXFrijcesGZNG+cQL/05vRIax7weMbeTn4DUvXsPlDUHyEHlpKTk3n99dd58MEHmT59OtOnT3c/d88993DLLbcAVZkjzZo1Mz1O06ZNgaqsEP1PYzkSVJUR6ccUWH+hjDEnT55kxYoVAPzxj3+s9vGaNGlCWloahYWFHD161J1hp9u5cyfvv/8+/fv3Z+jQoX6Pdc455wBa+adZYOn5559HURQmTJhg+f9zf/QsJi+/VWY/nfgVDu7kh19+Y9euXfTr149HHnnEa9NTp06xe/duIEoz64QQIlo4ikhecx9KZdDGrqjMiVtGzonulOxx0TqEsgLjynKBq41pdtJLFSN5qWIk6bZf2O1qzQFSADj/rJbk/FRCGw6TYTtAo1a/47MDCRwghbkVE5gZ9xpmHw+m52acUrd9Obx7F36bgSt2GD5byyACbf8QSyus+oEMOfsM3/LCEANWQggRbYod5Xy95yiqqtI3vYU7i+mS7lXXOz3QtPG/JbzwWX5wTbg9hDRVs57cB4r6JeTA0smTJ1m0aBHffPMN5557Ln379sXhcLB27Vr+/ve/07p1a8aOHevum+PZh8mT/viJE1pKeFlZmeX2xm1FpWDGHkexEydOMHPmTPbs2cPo0aN9GmSHa/z48TzzzDM8+uijPPnkk+7//5SVlTFr1ixyc3Pp3LlzwOMMHz6cZs2a8a9//YtRo0bRo0cP93MffvghCxcuJD093R1MDZXeWNydRVdxEkq9J+M1OnkE0MrtKioq3Ps4nU7mzp3rLsPTS+SEEEKYOJKPgnfgJE5xcabtIC07DgqprMC4snyAFGZUTGFO3DLiFBdOVeFF5yhAK3E74Epx72tTYMNPJVxpX8/cuKXYFRXnUYUZ9im84RzKEuelgMr0uNexKyqqim+QyercHEXWQSXFpgWT2vaG/dth7SzvDKLMYSH9DoLuByK9QIQQUSyYct6V2wqZvirXfWVVgHnjfINFOT8e8toO/ATdLYQ0VTOE+8Cgy5aFqIaQA0vz58/nnXfeYeLEicycOdOddfHLL79wzTXXMGPGDDIzM919ZqxKz06ePAlUlRt5bq9PCTNu27ix/8ZnIjrt2rXLq/n1iRMnOHDgAJs2beLw4cMMGDCAxx57LGKvN3nyZDZv3szq1avZtWsXgwYNwmazsXbtWoqLixk5ciSXXnppwOM0adKEJ598kjvuuIMJEyZw4YUX0rFjR/Lz8/n8889p3Lgx8+bN8+khFiy9Sf2zzz7LV199xdQpvqUB6e1T6d2rB9u/+Zbx48eTlZXFqVOn2LBhA7t37yYlJYXDhw/LVDghhPDHpCdFhWrj6pFDaH3wC+9xbIoSsKxAX1n+YEcxj3+wizecQ8lxdufGuI+42f4Bf4r7gClxq5l+ajJvOIe6Dzt5cAbvbfjKHVQCj+wpZ3cOkMIS52i2Os/h36fNcmdYVZ2bzfrcjuRjmak07kXoOlYLPi0f45tBNHkNZE2FLxdXBpz8l1YE3Q9EeoEIIaJUMOW8enam55VVBWasyvUKFhU7yn2CSjrLJtzVEEqgKOiyZSGqKaTAksvl4s0336Rp06bcf//9XqU8rVu35s9//jN//vOfeeutt+jWrRtQVeJmpJe1NWnSBKgqgfv11199Akj6MfTyORFb8vLyyMuranAXHx9Ps2bN6NKlC5deeimjR4/GbrdH7PXi4+NZsmQJ//rXv3jnnXdYtWoV8fHxdOzYkdtuu41x48YF/Xq///3vefPNN/nHP/7Bli1b+Oyzz2jVqhWjR4/mlltuITMzM+zzvOaaa/jmm2/YunUre/bs4Y+X+JbbKYrC4kWLeHbxC+Tk5PDqq6/SsmVLMjMzmTlzJseOHeOBBx5g/fr1EelRJYQQ9ZKhJ4Wq2Dn+h78wpms7WHARXgEZVdEyeALQyiBSmfPhLneA5Wb7h9grvxrZcDE/4UVGXHQNJxq3oXdHrTR75xfvm/RkctHX9hNfuSDT9gu3D0hG+cbkFkUPEJmJt5isqtiqpsVZZRAtHUZli3AYeBcMuNU6sOYoIvVIPgtGncE9q0v89wORXiBCiCgUbDmvWXYmgAu8gkVf7zlqWYBsDLqbBYVqKlAUdNmyEBEQUmDp8OHDnDhxgrPOOsu0ZO13v/sdoE2Mu+yyywAoLCw0PVZhYSGNGzembdu2gNZs+euvv6awsJDWrVv7bKtvUx02m80nGyoQVVWlzChMl19+OZdffnnI+915553ceeedQR3LalpbfHw8N954IzfeeGPA1/vhhx/8Pt+5c2f++te/BjyO2Xnr5s2bx7x587wea9asGUuWLPF67Ky0M/hh/blVDySn0SKpJbNnz7Z8XWNvqkDvRwghGiSPnhRKizNpltwOCnJMmly7gi7V8iyLy1B8m3grqpPhrUsho637satHXoDz0zk+2y5KeBZQUFDhGwWt4MIzk8peFSAyc6rU/PGsO6rei1kGEXi8jqplLQ241fxYHo24xyg2hlz6FLvaXOa/H4j0AhFCVFOkS7m+3nM0qHJes+xMABt4BYusep0q4BV0NwsKATUWKAq6bDkcMu1TGIQUWEpOTiYhIYF9+/Zx8uRJn+CS3ki4VatWnHvuuSQlJbF161ZcLpdXudC+ffsoLCxk4MCB7syRfv368cYbb7B582b69evnddwvv/wSgD59+oT8Bj1NnTqVqVOnhrTPzp07wwqOCBGWpJbQ6HRwngB7I4gz71EmhBDBCuULuee2QP3ryWDsSRGBUi29LG7/ng6ob89FCXCsMUP6c8z+NMlr7/PaVkt08gjwoFSdWzCZPqZBIwW6XFb1Y/6n3mV/xuAVWPdAMmnE3Wzt/WRNGwnJKfgV4z0hhRB1J9KlXHrPJCOzcl598WB6dq770qkAc8d18/pc7JvewuxqCsCQs88AzINCMyqPq+8X6UBR0GXLoZJpn8JESM1hEhISGDFiBA6Hg4ULF3o9d+TIERYsWADAmDFjaNSoEZdeein79u1j+fLl7u2cTifz588H4Nprr3U/PmzYMJo3b86rr77K3r173Y8XFha6y38uuuiikN+gEDEnLgEaNdX+rDipTYirOFnXZyWEiEErtxUyaN46rlmyhUHz1rFym3kWsXHbgXPXMXCu9X7FjnI25ZdQ7Civ6bdQs/RSLaWyPNpzYpqjyHwfR5GW6eTxfGpyIn0qtqME2aup2aDJKOOWBTg5FXrfADe8D9NyA39pN74X/RjLhms3AXpgyHjroxi+CloF1vw14hZCNCi19RlglaET7uua9UwCLWBlWs6LtniwafqFLL6mF89N6MWmGRf6BLZSkxOZcn6Gz74qWskcmAeFXKpvMEoPFJnRA0We/AWK9MCYvbJ9jWXZciispn1afWaKBiPk5t0zZszgu+++Y+nSpWzevJn+/fvjcDhYt24dR48e5aabbiIrKwuAadOmsXHjRubOncvmzZs566yz2LRpEzt37mTUqFEMG1bVwyApKYlHHnmEe++9l3HjxnHppZeiqioffPABx48fZ9GiRe4G30I0CKUl4KgKspKcpmU0CSFEEEJJmTdu62+qTb1rBOpZqmU2Mc0zoGO1SmsWtAnUqyltgEVZmoev/wlnj6xszE3grJ/eE6HVuR49k6j60j9uqXkJXNadlU27A/RAkkbcQghqtxl0pEu5rHomPXt1Ly7t0db3iUpaT72q1zPLBL5pcAZLNxR4fX56Bn3MsodsCl4ZS8Z9zM7DcyppMIEiPat2d0mZ/7LlYMm0T2Eh5MBSy5Yteeutt/j73//OmjVreOWVV0hISKBLly5cd911jBw50r1tixYteP3111m4cCGfffYZmzZton379tx///1MnDjRq/k3wMUXX0xycjIvvPACb7/9NvHx8ZxzzjlMnTqV/v399BUQor6pOOkdVALt50anS3mcECIooXwht/qybdwPqJ+NQPUvw2YT0zKHac9brdJmDjP/oh2oV5OxsbVpIYUKK67S/hpsucGpUt/j6Mc3CwwNuFX7J1APJGnELUSDV9vNoJMSzIftNE4IbyKzVWlYn/TmQR/DGFh7cFRnurVLJqNlEvPGWQd9rIJCK7ftZXvhMffxzzzDYhBDpXACRanJiZH79yOLDMJCyIEl0Kaz3Xfffdx3330Bt23VqhVPPPFE0MceNGgQgwYNCue0hKg/nCesH5fAkhAiCKH0VrBqUGrcr0Ybgda1QKuw/p63msgWb9HHQm96mjlMK3PbuxXKDsOH92HepQPfQJcVqy/9jkLv/krGUr1gAkTSiFuIBq22PwNKTzpNHy876SfT049wMn48mQXW5n6oTb62KXB1vzRm/7ELLRon0Ltjc5+pb0POPoON04e6g0IH//ebV1AJ4KeDx8mau47546wzwSIaKAqVLDIIC2EFloQQNcxuUfZp9bgQQhiE8gXauK1SmTyj4tuToUYagUZKdabUBFqF9fe8XqpmdKrM95yM5XTdr4Ydr/svidOpTi0IdSTF+j2afekfPlsr8QulVM+KNOIWosGqsWbQtfh61SkN85fd61Lhta1atYECzKsMDPkrHVyx1brvYVRnA1ssMkR6ep+ILRJYEiIaxSVoPZWMPZYkW0kIEYJQvkAbtwV89qvuam+Nqu6UmkCrsIGeNws67d9eVV6n2CoDPLO9y+m+fS209/nWjVWvZ/UejV/6wynVE0IIg9r+DKip1ws348dfdm8bDpNhO0CBqw0HSGFGdi6d2zS1LB3M+fEQz376X8vXivpsYMMiQyR6b0lgKrZJYCnCVNUijC1EqJJaaj2VnCe0TCUJKkWM/HcqGpJQvkAbt7WakBPRRqCR4K//USiBk0ClXlbP+8sS8jynNbOB8Eo4fKgu7T1bvUf9S7+jSBsGUU97YpjdiBgfk5sVISKntj8Doukzxxjo0l1pX8/cuKXYFRWnqjCjYgpvOIeybfdR09LB7XuOMiM7N+DrhdtLqrZFovdWvRsM0gBJYClCbDbtP3yn07wWWIiwxCVIQKkG6P+d6v/dCiFCU6f9HcxEckpNoFIvq+c9g07xjaHwS/MsIUXx7nXkQ6ncJpjSOBds+RuM+H/mz3tmcbmPq/rtifHLvnwO7fmeMzp2oXX7zMDnYCHYYE51gj5mNyKA12Nje7Xj7W+K5GZFiAiq7c+AaPrM8Qx07dh3jJc/+sIdVAKwKypz4pax0dWdfunNTUv5XKrqd2CGLtxeUrWtur23arspvKgZEliKkPj4eOx2O+Xl5TRp0qSuT0cI4Ud5eTl2u534+Pi6PhUhRCREy5Sa5HaQ/6l39pQndybT7KrMpu5XwY6V3uV1rc6FvZuh7AhsfMbP1Dhg0yJtqpsxSGTM4kIF1QbjX4K0/qZBpa2rFtBnx2xaV666b+0+m/7jppm+VX+ZQrlFDuavzgsYzKnOCrXZjciMVbngcRPnUmHV9iL3PnKzIoSIBD3QlZWZwviUn7G/5X1tjlNcPP77JHqkNTct5eub3sLvwAyIsv6FAVS3F1a9HgzSgEhgKUIURaFx48Y4HA5atGiB3W4+HlMIUbecTicOh4PGjRujKEpdn44QIhJqckpNKA3BfYI5HvRz6j0Ruo7zLqe78KGqn/M/hWXDvfsyJXeo6q3kQzXPzLLoq/SdI56UtBakGp75ZV8+fXbM9lp1773jUX4ZMNonc8ls3HbJrydYtrHA5+bAKpjzy7583nl7Fa1UrR9JqEEfsxsRV+Wvwx+5WRFCRFJKWhefhQ1VsXNh1nmAdSmfMeB0Wa+2/Pub/dHXvzAI1e2FVdtN4UXNkMBSBLVq1Yrdu3ezZ88eWrRoQaNGjer8xtWzNO+3336TgJdosFRV5cSJExw5cgSXy0WrVq3q+pSEEJEUqD9SOEJtCG4azAEumgNdLvPuyeR5fp79kAy9otS1j6KMW+r/PONNvny3yERVbCge5+NUFaa8d4SD769jwagzGJP2mztgdmjP97RWfFfdS/bkeQWW/I3btuITzNm+nFbv3s1rCS6vfiShBH2smuha5HW5yc2KECKiTBY2FMPChlkpn1nA6b6LOkVFL6lwVKcXVlQPBhFBk8BSBCUkJNC+fXtKSkooLi6u69MBwOVyUVJSAsDu3bulp0x956rQ/rHFaf8IH0lJSbRp04aEBOldJUS9E6g/UijCaAj+S3w7WmFDwVCS5xFU8ikh88yI2vKCT2BKUZ28/OUerlMVdzaRj1NlPg+t/NHJNycnMyduKbbK/RRUhth3AHDJp0tBUd0BszM6DsJpeI0K1UbLjp29jutv3LYVr2BO5e9V/x3p/UhynN05pLQMOuiTmpzIg6M6mwa19IBTrGcBCCFiRJgLG2YDM2L5+lSd84+mJu0iPHLnGWGNGzemQ4cOVFRUUFFRUdenQ1lZGZdccgkA27dvp3FjWaWrt3b+G9bPQSsGsMHQmXDuZXV7TlEmLi6OuDi57AkhghBiQ3CtPCyP8bbJzIlbRpziWcrWzmObqhKy1/v+RP/vHq1qrm2Sa+NUFV7IT+G3uIu5Je4D3/NUbD69pIod5SzM/oxeymmoHse0KTA3bimgYtcTqisDZq2n5bK1+2x673iUOMVFhWpje/dZ9DeUwfkbt23GJ5hj8nuNU1ycaTvIPWMvCOlmolu7ZJ/HVGDR1b1IadKoXmQBCCFqT7jDBLT9GpHRsq9MoqyGWA+sNXRyh1VDouUG1ul0smfPHgAaNWrEaaedVsdnJGqEowjev837y/r7t8NZ50du9V4IIRqSEBqCe5aHveEcSjLHmR63AjsuWDsLEptRnHmFVwnZuep/6btjtpY1BFgVcOWqGQC8VDGSKfYPqgJCuuGP+lznS798iQ0JM00znEyznioDZv3HTeOXAaMp2ZNHy46dfYJKYD1u25NNgQdHdqZ7+2a+wRyT36uq2Hnm9rG0bh/atDarvhx90pvXqywAIUTNC3eYgHE/4yTKB0d1plu7ZL9BJglEifqg7iMfQojqi+SobSGEaMg8S9OCbAjuWR7WhsNMj3vdJyOoaGwvXKr2/KS4j5hi/wBbEG0Ye9p+5otGdzKj4mZmVNzszoZSsaH8YTYMusvn/DO3/B+KRdmcU9Uyo7wCVB4Bs9btM32adRsZx20/+dEPOFUVGzBlSAaTBmVY3xxZ9CMJ9JpmpC+HECISwh13b7afcRKlXq5rFazyDEwpCkwf1ZlbhgS+HkowSkQbCSwJUR9Ey6htIYSIZWbNuqflBuyb4Zk5k2E74JsVpDrJsP3C1fb1PBG3xDfryM28HM6uwJy4ZQw+sZDfu57l//2+sXviEAU53hPrjuR7Nez2Og3Fzu7zHielaSOarb2/WhP0PMdtj+nZNrRSswg2Wpe+HEKI6gp33H0oPefMglXGwJSqB6JUuOX31sGlcLOrapIx0OUv8CVBsfpJAktC1Ac1OWpbCCHqMz1DKT7JvFn3tFzION/vITwzZwpcbXCpirthNgCKQkqz5syNX4Z1TMmmlbWteQSz4FKc4mLZ6BRadL1Q+yJuNbHOrNQMG8r4F1HS+pOpfy50HRlcYMdRBHu3aH9PG2C6bVilZhFstC6lbkKI6gh33H2oPeeMwSqrwNT81XmM6dnW9LoWbnZVuIIJAgUqB/QMfIUaFAv0+hKkih4SWBKivqiJUdtCCFGfeQZnzLKFQigp1jNn9u/JR8k2PKkCx/Z4T4vzosDktdC+DyQ28w5wuTexcW7HNqBPkvM3sc5s9HXXsd7HCyaws305vHsXVb8XBcY8q33eCCFEPWEsq22nHOHxIYmkcgSwvk6aleN6TqI0MgarMlomoShappInF1hmS4WbXRUOqyCQHsxJSrBTeKQsYDmgHvgCQgqKBQpCRWPmVkMmgSUh6pNIjtoWQoj6zBicMWueHWJJcWpyIqlNj5gcSwUUTO8gAM4dC03baH/XFwlynoKvX6o6luqCZcO1oFHzdP999YJZaPDsJWX1/Ht3G96LCu/eXRXACpHnzUjpSWdEVphltVoIEQn64kDZly9x5pb/Q9nigq0e2aAB9vMsx9UnUXr2oDPrAZeanMj0UZ3dfZh0/rKlws2uCpVVZtSxslPM/ygv6CwtqAp8qahBB8UCZWbVduaWCEwCS0IIIYRoeMyGHkBVGVm4JcVWPe/S+sPwx2DNw7777MyG7/9ddQOT/yls/ye+GVSVmUlXv+YbpDIGwfSFBkeRbx8mqzI6T1a/H1zuAJZZUMcq0OO5sqyzWmEONlgkq9VCiEhK5Qhs+T/rbFCr/QzluKH0oLtlSCaoWvmbCwIOIaitoQVWmVHzVudZzDC15hn4CjYoFigzqzYzt0RwJLAkRKQFWgUWQghR96wCQJPXwKmy8EuK8z81ZCUpVQGqQZVlZWtmg7EsTr+BaXWueSmcezsnrLgar6CTVRDMLICUOcynjE59bxqK8cbJ7PcDgA1anGka1AEsyyY8g0ptOEyG7QAFrjY+K9Avbixg2caCgMEif6vVgGQxCSFCVwNTloPpAXfL7zNDGoJQG0MLzDKjguknZSwHNAa+gg2KBcrMqq3MLRE8CSwJEUnBrAILIYSoe1ZDD9r3Cf+YVuVj5Uerfhx0N3Qdr2UofTzTe3/VCYWbrYNKnsd0U7RgWPs+3gsbYN6HadxSn+MrqpN1X27mwpHjqh50/37u8giUKTBmIcW0YEb2Oq+gzoxVueDxJd8z0OO5snylfT1z45ZiV1ScqsKMiinsLhlAzo+HmL4q1+ud+SttsFqtfumLApZuCByYEkIIH3U4ZTnUIQQ1PbRAz4zyXCx4cFRnLbPKJLhkAx677FySE+Ppm97CXQ5oDHwFGxQLlJlVW5lbIngSWBIiUgI1UxVCCBFdIj30wKp8bM1sLZikHz+5HaSdZ17O1uE8i0whLB5XtSDVwZ3eCxtZU81X3lFQFRuKx3MVqo2HPy/jnKxy7y/l+u9n71bt57T+kNyOgvwSnxsLV+WpeNLLEvSV5VbqYXdQCcCuqMyJW8aPp25iRnaBaXmFVWmD1Wr6kpyq40jPDSFESBrwlGWrEmT9I0pVoVlivFcwR6dnKT3yzk6vIFS3dsmmrxVsUCxQEKo2MrdE8CSwJESk1ED6rBBCiBoWyaEH+7+xeMLl/Vngzm41KWdr38f3xmb4LGjbG+Ibaw28jZ81mxZVBqk8FjY2LTZZebdBWn/yBzxBxpcz3VlDMysmU6S2MO9NkdwOkr0nypkGdcArYwmqyhL0leV3317pDirp4hQXrsM/41IV09+cVWmD2Wr1TYPTWbKhwGs76bkhhAhJA5yybFbaPOTsM5iRXZVFqqIF6jdOH8rG6UPZvucoh0tPkJLUiPbNExn7/CavjFW9IXmgkuZAZcuBglA1nbklgieBJSEipQ7TZ4UQQtQxRxGsnW3+nOdngc80OgBbVTkb+L+xyZqqBZK8qCbT5lyQdRd8uch7yTn/U1o2bQRetwuh9aawKkEALMsSrurXgQtSL0ddOgcF78/JMzqeg03xLa+wKfgtbTCuVgPu/kw66bkhhAhZlE9ZDmUaZrGjnK92H0FRFPp0bB709LWFE3paNscuPFLqFYiaMjjDsveSVeaoDF+ofySwJESkNOD0WSGEaJA8exr5mzLn+Vmw5QWT7Vxaw3BPVjc2A26DTc/hU3dmpuKEYTMV3rubZqoKlQlCdgXmxC1j8LArQ1r1tSpB8FeW0Lp9Jozx/Zxs3T6TuZfHu4NSNmDKkAwmDcoIeE7G1WrpuSFEA9PAhuZ4BmQUBaaP6qxNlrPY1rN3nQLMG+cdwLHqV4dqPsGtcYLNJxC1dEOB38bexsxRf8MX5HoduySwJEQkxXL6bAP7YBZCiGoxDmsY/GffnknYYPLaqkwkR1FlUMhAsQWf3ZrcDsY86xGcsVW+psk3+q1/933MJPgVp7gYk3bC9OX8rYy7gzqOIijQPj9Sk9v5vzGo/Jw8vHcXBa7WtOt4FqlUr1eG5zlKzw0hGpAGNjTHGJBR9ZIzVZssZ9zWOBBBBaavyvUK4FhNVys6Vu5drV2ZQVp60mnaY+9Pg89k2cYCr95LnsfzzBy1CmZJ2XJsk8CSEJEW5emzphrYB7MQQlSL2bCGDU95b2M2Ze5IPqYBoKw7vD83jNPdjEF/z0WM0kPw1qTgz90sEGVRth1UqUIYnx8rf3QyI/sELrUQm1LoPm44vTKszlFuToSo5xrg0ByzgAzA/NV5jOnZ1uu6V1BSaprXqgLb9xzlku7m09VsCvy+U0vmfZTnPX9U1TJSwTyTadLgdCYNTmd3SRk79h3jyY9+sMwctQpmSdlybJPAkhANXQP8YBZCiGqxKntzM/RM0pn14kOBLpdV/egZqNHr1VCrgjaZw6oCTRnna9dwqyly7peofF4PdkHAsu2gShXC+PyIZAmElFMI0YA1wKE5GS2TfBNj0TKGjNk+GS2TLI9j3F/P9HzwrR3k/FTCurxDPvvor5HesjGTB2e4+9nZFLhpcDpQlcWalZnCmJ5tLTNHrfr0yXU7tklgSYiGrgF+MAshRLWYBog8mfRMAt9efACo2qQ3PWjk1djb49u/6oL37qp8qLK5xvDHYNBdJsc0GHwPnDnUu0Q7QNl2UKUKYXx+RLIEQsophGjAGuDQnNTkRKaP6uyeuKYzy/ZJTU5kxsW+2ypAn/TmPmXOB//3Gzk/lVi+tqLAjn3HuHbpZq2/EzDkdy3Z8FMJSzYUsGxjgTtjNJjm4lK2XP9IYEmIhq4BfjALIUS1mAaIPPi7hvaeCK3OhaXDcAeOVJcWUBq3zH/mkecys6rCmoe1Ywy6uypQtOs9395KGxdA38newZ4AZdtBlSqE8fkRyRIIKacQogFroENzbhmSCapW/uYCv9k++rbzVmtlbTZg7rhu5Px4yKeE+H+/nfL/wh7HqfzRKxDlUrX+TcfKTjH/o7ygpr2FU/4sopcEloRo6BroB7MQQlSLWYBIN3y2/2voqVLffVQXfP1y4LI2ozWzoet4j0CR6htYCiMLNahShTA+PyJZAiHlFEI0cLE8NKcabvl9pt9SM3/bAgyat86nhPgfE3v7fc0g5pCiAnNXV2VI6cfu3KYppSedfjOYROyTwJIQosF+MAshRLWYBYgA2vbyv59VKV3BZ9b7WAacXN5Bo/3fmOwbIAvVYipoUKUKYXx+RLIEQsophGjgYnFoTgSEku3jue2m/BLTEuLfTrkY17sdq7YXmR7DmB0aLKeqctniTVrGVIAMJhHbbHV9AkKIKJHcTmsE2wA/nIUQIix6gMhTMKXEye0ga2oIL6TAqL/A+feZPFX5eo4i+C4b1s723cZfBtX25bCgK7w8Wvtz+3Kvp/VGrH5vYML4/AjquHVwLCGEqM/0EmKjO177hhZJCdyQ1dHnObui8OCozpjsFhQ9HuVSYXp2LsWO8jCPJKKZBJaEEEIIIcKhl4Ipdu3nQKVgjiIoyNH+7DI2uNdQKr/Kf3gvbHwafncR7q9vik0LGuV/qgWF3ppkntVklUFlNdXNYb5iLYQQIrbpJcTG4JIKLNlQwMtf7vF63AZk355Ft3bJQZXDee1rEolSVdi+52iIRxKxQErhhBBCCCHCpZeC7d0KqJA2wHy77curgjiKLbiMpSEPQs6TVDX5VuGnj+Gsi+C/n2jHWvMw2nwei6/8/jKoZCqoEEI0OFf160DjBDt3rvhPwG1dQNlJFxktk/x90nhRgDsvzCQh3s5TH//o87waRkmdiH4SWBJCCCGEqI78T72DRqMXagEnnVlm0KbF/ht1K3Zo1RnTr/H//djwgJ+gkr8MKpkKKoQQ1WPRoy7a7T/2W9Db7th3jPSWjf0GlfSgk1L5l2fX5ZuWzilAn/TmIZ2riA0SWBKioYjRDz4hhIhqVuVkmcO0a62jCHa+bRJAclkv/eoBobQB2rf0cJZ3L/4rtO2pNRh3FJlf9+toKmixo5yCktKwJwRVd38hhIgIYyaqcVEhShU7ypn/UV7gDSs9+dEP7Dlc6nebRRN6oSgw9bWqARL6J5cedLIBc8d1k+t2PSWBJSEaghj94BNCiKjnr5zMM5MpIAWmfArHCnGX1CW3g+GPVZa7hejYblh9X+Drfi1PBV25rZAZ2bm41PAmBFV3fyGEiIhAiwpRrKCkNKQJb05V5bWtey2ftymQ1iKRvUfNm3Lfd9HZ9O7QgsYJNkpPOil2lEtwqR6S5t1C1HfSnFUIIWqO1WS4+MbWQSXj9gCosP4JWHWT1oRbn9A26C74w2NUNey2Q5fLAp/XpmeDv+7X0lTQYke5OygE2oSgmdnfBT0hqLr7CyFExPhbVIhyVpPhFGDq0Eyf58y29eRSYezzm9j03xLT5//y8Y+89fVexj6/iWuWbGHQvHWs3FYY3smLqCWBJSHquxj+4BNCiKhnNRnuVKl5UOmiOTB5rXlwKf9T82DQoLvhnu/ghvdhWi5c+XLldLgQRMF132yV3Kmq7C4pq5X9hRAiYqwWFWKgR50+Gc5eOXXUBvxpSAabZlzI/Rd15sFRnd3BJLuicHW/tIDHdKnwup+splXbi7wWBaZn58qiQD0jpXBC1HfSnFUIIWqWWTmZo8j82pt2nhZ06n0DfP2S/+N6TmjT/wH49P9p0+FCEQXXfX2V3DM4ZFcU0ls2rpX9hRAiYuqoR12kXNWvA0POPoPdJWWkt2zsLk1bua2Q+avzcKlaBtMDIzsxpmdbVmzdG3AiXDBF3zpVhe17jnJJdymJqy8ksCREfRfjH3xCCBETPAM/+s/Ga2/3q2DZ8MpgU4DaAtAad7c403v4wlcvwoangjghpbLxtytqrvv6KvnM7O9wqip2RWHO5V2D7rVR3f2FECKiarlHXaSlJid6XT+LHeVMX5XrDiCpwLwQmnyHKpy5FCJ6SWBJiIYgxj/4hBAiJnlee+MbewSVoHIws8ffTajAd2/B2tlBNgCvpDfrjsLrvtUqeW3tL4QQEWVcVIhhX+856vNppKowd3X1gkvGTFPQPv36pDev1nFFdJHAkhANRT364BNCiJihX3sLckyCQ4GWa1VY80iIL2jTeji171P1+lHGuEpe2/sLIYTwpdZACpECvH37QPIO/MqMVbm40Ho6zR3XTa7j9YwEloQQQgghaoJnCZtZv7tI0zOV9KCSEEIIEaS+6S1QCLzkEQoVKDvpcmebbt9zFJeq0je9hd/9ih3lFJSUktEySQJQMUICS0IIIYQQkbZ9Obx3d2WPo8qAj2fPJTNnj4QfPyG0FqgejEErz8BWFGYuCSGEiB6pyYnMG9fN3WcpEkEmzwELOT8eYkZ2Li5VK4+be3k3rurXwWefldsKg9pORBeTWbdCCCGEECJsjqKqoBJof743Tet5NC1XCyCZOWsE3PMdXDQn/Nd+727t9bcvhwVd4eXR2p/bl4d/TCGEEA2OZyfAcD0wqhOpyYkUO8rdwSLQei7NzP6OYke51/bBbieijwSWhBBCCCEi6Ui+b/aQ6tQaaQP8+LH5fh/eC/mfQpfLtCyncKgu2LvVPLDlKArvmHWs2FHOpvwSubEQQkQvR5HWSy9Gr7NQFdQxZinZqhFdat9MK2MrKCn1aeDtVFV2l5R5PRbsdiL6SCmcEA2JlEUIIUTNM+unpNi16WxH8rEuLlC1ANDwWUHMYbYoUlBsUHbYOrAVBdf+b/ceZevuI/RPb0GPNP9TgTxLIhQFpo/qzC1DMmvpTIUQIghmpc+9J9b1WYXMLKijAouu7sWmn0t4bcvekI+pf5RltEzymQ7nWSanC3Y7EX0kY0mIhkLKIoQQonYkt9NuLBS79rNih9ELtMf1oJMV1QlrZhHUxLiBd+FVqKAo0P1q+PA+3831wFYdu/eN//DHxZt44oM8/rh4E/e+8R/LbY0lEaoKcz/M4++f59fOyQohRCBWpc8xmLmkB3U82RWFPunNGZjZMuTjKUCfdG3xIDU5kbmXd8OuaC9gU+Cmwek++xi3sysKcy7vKg28Y4BkLAnREPjr9xEFq9dCCFHv9J6oXWOP/FwV0CnI0QJL7frBvi0WOwbZLlWxw4BbtX/2btUea9YBlg333V+xQdbtYb6RyPl271FWbfe+2Vq1vYiJWR1NM5fMVs8B5q/OY0zPtnKjIYSoe/5Kn2PsO7Ye1JmZ/R1OVXUHdXJ+PMT0VbkhH+/837X0uk7rk+Fe+qKAJTkFLNlQwLKNBUwenMFNgzPc2+rb7S4pI71lY7nWxwgJLAnRENSjDz0hhIgZye20fzzLJPwxls/5207PgHIUQVKKFrAyu9aD9timRfDl4jot0di6+4jp41/tPmoaWMpomYSi+FYFuoDdJWVysyGEqHv+Sp9jkDGoAzBo3rqwpsNt/EnrjWe8Vi/dUOA+nkuFJRu0INOMi6tKnVOTE+UaH2OkFE6IhsCs9CKYD7160IhQCCHqlDFj1Eqni6Hr+CAOaIPJa7XgkLHEef83Acrs6rZEo396C9PH+6ab91lKTU5k+qjOPo+H229DmoALIarN+N3YX+lzjEpNTiQrM4XU5ETLzNFg6IsAntfelzYWWB5PSp1jm2QsCdEQ6B96703TMpWC+dCrJ40IhRCiRgUaimCVRWT0w4eBt9Gvxe37mJc4r30Uhj8Ka2dXXutNMqDqMFu1R1pzxvVu51UON653O78NvG8ZkgmqVv7mIrx+G8WOcl7cqJVcuFStt8fcy7txVb8O1Xk7QoiGxuq7sbH0OdzraxQO2TFrpm2WSWrGrijs2HeMa5du1gYwELjQu7qlzsWOcgpKSslomSQZT7VMAktCNBShfOhJTyYhhAgsmAC8WZlEWCozldr30X60KnFu2wum5WrX+vjGWs+lKCrRePrKnkzM6shXu4/SN715wKlwALf8PpMxPduG1G9Dv7nILXIw78M8r5sZlwozs7+jc5umlJ50yg2IECKwQN+N9X/CFaULumZ9l2674EyeW++bWXTH0Exe+Oxn93YPjOqkLQroAxiCeL3qlDp7ThGVBYTaJ4ElIRqSYD/0pCeTEEL4F2wA3ipjtNW58O1rsG1p4NfS99GDSmAdsNq/HTLOrzqH0QsNNysL6vw63iMtuICSp1D6bXjeXFhxqiqXLd6EityACCGCUJPfjaN8QdesmXax4zef7NP7LurMted1dG8XThlddUqdPa/7+gLCkLPPkIWDWiKBJSGEr3rWiFAIISLO6iZj71Y4klJVyuAogubpMHkNnCrzzhht2ga+WhagpkCB4bN8V66T22llb2se9n587aNarybPmxH9+MHULkSxYEocjDcX/ng2j5UbECGEXzX53TgGFnSNwX2r7FPjdsYyOn9sCiGXOuvMglhOVZVBD7VIAktCCF/h9GQSQoiGxPQmQ4G3JgGq9lz3q2HH696lDRnne/fRGP6Yb3DIi2oeLAJo29Nkc4+bEX0V3B1CUc1XwaOwr4dRsCUO4TaaNd6ABBvEKigpJSnBLiV1QtR3NfndOEYXdANlnxrL6KzYgClDMpg0KCPsa6hZL6hws59EeCSwJIQwF6lGhEIIUR/53GTYKjOC9Owgl1bqplNdWpCn/Ghlc22PYNP598GGp6xfy2rlukUmvu1QFSg9VBUsCrQKHqV9PTyFUuJgdnMRDM8bkL/n5DNvdR6qIYjlGWzK+fGQT2aUlNQJUc/V1Hfjeryg61lGt2PfMZ786IeqHkwjO9G9fbOge+f5Y9YLKtzsJxEeCSwJIczFwAq2EELUKc+bjNJDldlKfqguWPOI98/vTdOabZf8F3b923y/kFauVe08FBsMn+1/FTzK+3roQilx0G8upmfnBl3551l+8ffP85m7Os/9nB7EOlZ2ivkf5bknG4FvI1opqROioaiBsuJ6vKCrl8dlZab4DGLQA/b6dtVh1gtK1B4JLAkhfMXACrYQQkQFfSiCoyi86W96X6a8d82f97dyfSQfyxsc1QVrZ3n3VVIU72NFWV8Pq/KzUEschpx9Rkj3ffqvqNhRzjyPoJLOqapaBpO+vZ9jSU8PIeqxmv5+XN3JcjHAswdTTUxxC2XQg4gsW12fgBAiylitYDuKqp4vyKn6WQghRFUpg2LXflbskHlh4P0UO6CaB6QumqNlM+k3Lvr1d9/X2p8/f+7/2MaUHVXRVsR1el8P4/nUQV+PldsKGTRvHdcs2cKgeetYua3Q/VxqciJje3nfbF3Wq617tXtTfgnFjnL3cwUlpSHlE6homUZf7zlqup+iBB+nkp4eQtRTgb4f10Nm19dIHtusxLkmXkvUDslYEkJ487eCnf+pZDIJIYQVYykDwDPnYhmW0LOR0gaYlKzZIO08815IYXN5ZyPVYl8PYzaS58+A3x5KxY5ysrd737xlf1PE2a2busvTPFe7zTKcAvVdcqoqqObbTb0gk+c/y/d6XEELOBmzqKSnhxD1lL9JoMlj6+acaoB+bc4tcjB/te/1NVJkilv9I4ElIYQ3q8kU8Y1joheHEEKELRK95YylDAPvgE2LfLe7aA50uaxqW88AD2jX2GXDtcczhwUfVNKv38Zm4vpzxmykEPt6BDMtzchY7jCyaxtWf3fA3Rx7yuAMvzcYZplEqopXeZoxGGVs4vrAqE7umyQzdkWhT3pzr/1swIOjOnPL7zNJa9HYpyms3sujcYKNspMu6ekhRH1m9v0YtJ52J3+tFwutntdqTzXRP06muNU/ElgSQnizWsE+VRpVvTiEECKiaqp3xoDbYNNzeAd47N5BJdBeq9W5sHRY1bZ6AH/c0uAzlVQXDLwLBtxamWV6V1VJnKpqjxnfV5B9PcLph2FW7vBh7gH38y4Vlm4oMM0wKjn+G8WOclSLLtzGRz2DUWZNXJslxruDQwqAov1KPDONrJq/Wj0ugSQhGgj392NjkF+tFwutxmu1UaSziWSKW/0jgSUhhC+zFWyzxrTGXhwySU4IEYsiNR3N7BqY3A7GPBtcudmpUnzCJaoTUCob/QTZ6efLxVpgKXOYYR9VCzSFcQNkFiCakZ3rs4JtzGgyK3cwcgHX9u/Aiq2F2tS1yrd654r/YFPgwZGdUQiuz1HjhKqeUcYmrsbgEGA6Pciq+as0hRWiges9ERKa+E4ArQcLrYGu1TWRTSRT3OoXCSwJIcwZV7AD9eKQSXJCiFgVielo/q6BwZSbOYqgtMQ8gJ/WH4Y/BmseDu5c9HMvPWTynBpWTxCzmw6XCi99UcDMi7sA5hlNQ84+I2B/IwV4bUth1dQ1j21dKjz50Q9Mv7gz8z/Mw4U2eWby+Rks2VDgc6yyk/4zu4zBIbmREUJ4CbRIatoTr26GHvhjVbYcyvRNXU1mE0nAvv6QwJIQInhWN0eRWu0XQoi6YNI7Q1VsHIxvS+tg9g/mGuiv3MyrMbdHdpJnAH/QXfCbAzY8TcDcHf0mxyywFCzDzZXVTcfSnAImDcoAzBtwb5w+1KvcwUygTCSnqtK9XTO+mHGhV7bRso0F1e/PIZm2QghdMIuktTj0IFxWZcv+yplNe9ON7ET39s0km0gERQJLQkS7aPvSa3ZzFInVfiFEzAunsXN1jxWR1zTcKFSoNmaemsxbi/OYe3l84Ek44VwD9Wt7fJKhZ4cKqg3Gv6RlKnlmhW78K0EFldw3OQPAp4hM0Y7rzxfPwtpHKoNb2s1Vau+JTB7smyXkQisnU1EtG3B7ljss/3I3q787QCj0gJFxZbva/Tkk01YIoQtlkTTEoQe1yaxseWb2d3Ru09Tv9E2Q0jRRPRJYEiKaxcqXXqtJclGWFiyEqDnhNHau7rEi+Zr0nsgvrQYx7flsClytOUAKEOQknFCvgcYMJZ9gkQuSWlpnhZqywfgXvYNRUDmVTm8eboMxC/3fBH2xENY8UvWzx83VTYMzWLqhwOtsPbOE/E340X9/H+8MHFRS0JK2XKr/Eoxq3QRJpq0QPqoTqI/kwkKdCHWBIMihB7XNrGzZqaps233U7/RNnZSmiXDZAm8ihKgTVl96HUV1elqm9NV+xa79HIVpwUKImmO1QlrsKK+xY0XyNXX5J5L50tXFHVSCqi/efoVyDfQJEllkIO3fXvV3sxse0IJZ+uuNWQhdx3pnOC3oCpsWaT8PvAumrIXm6dafI44iWDPL9/HKm6vU5ETmjeuGXVEA76CPXkZh9pwumEbeNgXmjevGF9MvZMXN57Fx+lC/wcLU5ESyMlNCvxHydxMpRANQ7ChnU36J+5q5clshg+at45olWxg0bx0rtxWabmfGat+Yoi8QeIrBRVK9bNmTXVHol97c9PFIN+QWDZdkLAkRrWKtvCyK04KFEDXLaoU0nNHEwR4rkq+pM+sjFPQX72CvgVZBIqO1syE5TWsUa5YRBTD4HjhzqO/rmQWvvlxUGWRSrTNgj+RjGuhSbO6bK39ZQoEyiPw1hwVttfPt2wfSI605UMONtSXTVjQwnhlFOT8e8sr2fHBkZ+Z/lOcz9bHwSBkvfJbv3m7y4AxuGpzh0wx6+qpc95XDpcJ0k4mRUS8GeicFw6xX0pzLu9IjrXn1y4eF8EMCS0JEq1j80hulacFCiJpVrYBMmMeK5GvqrL6QB/3F2981UO+pdDJA9pNOdWkjrfUg0PBHfafCbVwAfScH2ffO4xdlVfZlFcAa/qjXdv5KJQI95/n7VQAq+5R73vzUinpyEylEMDzLhvWkFc9A0PzV2sRFTy4VFq/P9/p5yYYClm4oYMr5VQGmr/cc9QlHqyps33OUS7rHWNCiniySWgX5pYeSqEkSWBIiWsmXXiFEjKh2QAbv1XSfyTSjOlFQUup+rUi9ppka+eLt1VMpRHoQaNxSk+ecsHcrJI/1ftwqQGTc15gBa/zcwQZ/mK1NpIsQ4+8XqLubnHpyEymEP8ayYbOEQRdVwygDUakKMM0b143GCXbz7QzHipkeTLW9SFpDQ3qsgvzSQ0nUFAksCRHN5EuvECJGVCcgY1xNn35xZzZOH8rukjJ27DumraablGLU1OprRL94B9V4OwDVCWVHzYNFb02Ck796l7W5A0Qewx9UFa9bSqsM2Fr43DH+fuv0JkcybUU9F0xvMz2Ar19rg6Gi9bXLvj3LbPYkfdKrsg8jOmihPomVIT1CBEGadwsR7ZLbQcb58sVXCBH1AjVSNmsC++3eo0xf5b2aPvfDPN79z37SWzb26fuxZEMBA+dWNYcNu3lzbQm2p1IgH94L3a/2bS6LqmUY7fsaCnK8G3PrKQOqCj0mBD9gQT53hKg3zJo5K+B+TM/2vGVIJm/fPhDF5wjWnKpK2UkX88Z1c99U2tAa8OvX5JoYtFAvxNKQHiGCIBlLQsSSGkqXFUKIQIxlDIHKGozPm61YAzy4Ktf09eatzqNd80TT1XN9pTwmmsOalqUZu5yYMeYAqLBjJYz6ixZk8qQ6Yekw3I25e98A21/22L9y38lr4FSZZMAK0YBYlQ2bZXv2SGvOvHGGUuSRnThceoIlOQU+Vyy9r11WZopl9mhNDFqoF2JtSI8QAUhgSYhYIemyQog6YgwKje3Vjre/KbIsazBubzVxyF8/D7Xyf6ymiMXMjYlVv7yEJloZmyWziJoTUCz6J+nZSS74+iXzfU+VaZlIOlmsEKJBMCsbLnaUo5pcZ6xKjC/plsqzn/7EurxDqODT186qhLgmBi3UC7E4pEcIPySwJEQssEqXNU70EUKICDMrY1i1vSpVXy9r0LOHzLa3mjjkj03RenTMvbyb1/F0UXVjEihA03sitDoX9m6GtPOgfR9tn0ANts18eK9W1rZjZWWgKshjGG9YZLFCiKgW6WbXnoGfv+fkM291HqrF4oAxSLRyWyHTV+V6haEeGNkpqD5JNTVoIebJkB5Rz0hgSYhYIOmyQog6EkzjV8/sIbPtzSYO2Sp/Nju0Unmj49mg+6UvCliaU4AL35XyOhVMgMZqG88G21Z8AkeVZW1Xv1YVzFpxNX7L6ow3LLJYIURUq6lm18WOcp799CdWbN3rfkzPIG2cYKdveguf62qxo9wnqARaufKYnm2Dug7LmHsLMqRH1CMSWBIiFki6rBCijpiVMRh5Zg9ZlT08MKoTT67+wWvFGnCvYitAz7RkhndpzeW92/tMDZt5cRcmDcqIrhuTYAI0/rYB//O9FTtcMBPW/z/vx1WnRzDJ2IvJYMiD0OcG7xsWWawQImpZNbuubk85s6wjnUuFO1f8RytdHtWZbu2S3ZlSBSWlpvuowPY9R7mke3DnFPNj7muqdFgmU4p6QgJLQsQCSZcVQtQRszKGy3q15d/f7Dcta7Aqe7iqXwfG9GjrDgyBlg2VfXsWT3/yIzk/lfDNXgff7HXw86FSnr6yp+m5RNWNSTABGqtt9m7VAk4+t2yVgSLFDt2vgvWPW7y4avjTjAJnX6SdA1SdkyxWCBG1aqLZtR6sCpB8ikvVpnJCVabUkLPPsNzeX1y8XpHSYSECksCSELFC0mWFEDUgmD4eZmUME7M68mneQVo2SfC58bAqe9ADQ55lHmZWbS9iYlZHeqQ1j+h7jfiKczABGqttUM1L4Ma/BEktIb4xLBuO/8CRPwp0+SMsG6bd/XneDMlihRBRqyaaXQdT0mykZ0ptnD6UGRd3dgecdApaH7x6T0qHhQiKBJaEiCWSLiuEiKBQ+nh4ZgsZSypmvfM988b5b/6q+3bvUaYHmAgH8NXuo5aBpbCa2pqsOBdnXmF+nGADUMEEaKy2SRtgHnBK66/t88lDITT2ViqbWLkAGwy8A+zxsOHpqk1Ul/b+9Zshs8UKmRInRJ2riWbXViXNAQpp3ZlStwzJBFXrq6QCNmDuuG7RlUFaU6R0WIigSGBJCBE5clMiRMwIpo+HWQDHrKRCBWasyg3YA8Rfjw8jq9X5sJramqw4u967m3G/wX41xfs4oZY8BJNNarWNVVDKUQSbngv4OwKq9vOcOte0DTxzru+2qgu2/A1GVPZs8lyskFIPIaJGTTS7njw4g2UbC7RrJzBlSAaTBmWQ8+MhdxDLyDNT6pbfZzKmZ9vo6nNXGyJROizfj0UDIIElIaJdrHwYyU2JEDGj2FHO+zv2++3jYRXAsSqpcIHfHiDB9vjQ3bz8a5+gUdhNbU1WnG2qiw7KL+xXU9zHuSD1FK3DKXkIJpvUbBurgNORfCzm5eHuvzR8FrTtre2X/6lWNqdff7OmWuyPFrAacKv3uUiphxBRJ1I95Tyv5QrwpyEZXNItldKTTsA7iLVj3zGe/OgHy0ypqOtzVxuqWzos349FAyGBJSGiWax8GMlNiRAxw19/I3112l8Ax6qkwoZ1lhFY9/jQg1YtmyQw+eWv3Y+bBY3CbmprsuJcodrY7WrtdZySPbtoXRMlD/4WCIwBJ0cRlJb4rpADnP9nOHOodxDK7Pq7abH5/gC4fN+PlHoIEfWMGaTBlAQbr+UqsGRDAUtyCrSSNo9Fg9TkRLIyUxpmVlIg4fY5le/HogGRwJIQ0SqWPozkpkSImGC8yfDkuTq9Kb/EMoCTlZnC3Mu7efVJUgjcb8MsIGUD3r59ID3SmrMpv8RnH2PQKOymtoYVZ1Wx89CpmzhAitdxWnbsHPlpaWYLBJnDzANNntua2fgMdLokcFAIF2TdBV8+Z36s/dsh4/yqn2VKnBBRzZhBOrZXO97+pihgSbBZMN6z4s2lwvRs7zJmf1lJofS3C6sXXjQLp8+pfD8WDYgEloSIVrH0YSQ3JULEBKusoYcvOYeLu6cGHcDRSye27zmKqmqTgQLdOFg1pNUbdAcTNKpWU1uPFWelxZn0+tHJm4bjtG7fIbLT0hxF8O5duMvSVFflz2iPKTYY/ii07QnxSf6DSvr+S4fBmGersletrr8DbtX+yXkKvn7R+zhrZ0PHwdC+j/azTIkTImqZZZCu2l7kft5fSbBVhqknVYVPd/3Cdeel+z2PYPrb6cGk3CIH81fnhdYLrz6S78eiAZHAkhDRKpY+jOSmRIiYYBW88QwqQXABnNTkRC7pHtoqtL+GtMEGjarV1NZjxfmqfpgfJ9ySBzM/rMa315HHz6oL1jxc+UOg+Uwe+3tmrwa6/nYd6xtYMgtQRfJ9CyEixmpBwJNVSbDxuqoomE7kfOjfO4m327yCP9/uPcrW3Ufon96CVqefFrC/nVWZddC98Ooj+X4sGhAJLAkRrWLtw0huSoSIeqFk/NTEVCL9HLyO5dF/KNjXjFQDWcvjhFPyYLR9OXx4bwg7BNvWHN/sVX/XX7NFCv31jOXVkXjfQoiICibryF9JsOd19aeD/+ORd7433c4z+HPvG//xyoo6/3ct/fa381dm7bktEHZ5XMyW1sn3Y9FASGBJiGgWax9GclMiRNQLJWBU4xOATPoPpfaeGFs3DWb0HnnVolT+aXKnZpa9anX9dS9SmJTZBVFeHbM3c0LUE2YLApf1asu/v9kfdEmwfi1Pb9mYWe98bxrG1oM/B//3m1dQCWDDTyU+2U6ewaxAWVWKAjv2HePapZvDKo8LpgyvzoUypKEGyLVa1DUJLAkR7SRYI4SIsKgYGR1LAwpCZdpQ24PlxDYjs6CSLXD2qvEGp/dEaHWuVv7meczKAJXVDYm/mzl9n6QEO6UnnXIzI0QNMlsQuO+iTiFnlKYmJzJvXDemr8r1ubrogaL3d+w33feSrqms/u6AaTArYFaVCvNW57lfM5TyOH9TSqPmmlPHU5xjIvAm6r2wA0s5OTm8+OKL5ObmoigKmZmZ3HjjjYwaNcpruyNHjrB48WLWr19PSUkJbdu2Zdy4cUyaNIm4ON+X/+qrr1i8eDHff/89p06dolu3bkydOpX+/fuHe6pCCCGEiDaxNKAgVJblZ5W6jofcNwIcRMW0IYrqgpIfteCR8ffkKIItL8CXi31vcNr30XoqGcqrV/7oZEb2Op8bkk93HfC6+XSpMCM7l85tmpJ34Fefshe5mRGiZhkXBMJdINCDVC99UcDSnAJceE8F7Z/ewnS/m4dk8H+XnhNUjzwjfxlSgd6DWTZUsPvWijpeJImJwJtoEMIKLC1fvpwnnniClJQU/vjHP+Jyufj444+ZNm0axcXF3HTTTQA4HA6uu+46fv75Z0aMGEGHDh344osveOqpp8jNzeXZZ5/1Ou769eu54447OP300xk9ejROp5P333+fG264gUWLFjF8+PDqv2MhhBBC1L1YGlAQKn/lZ4otiKAS2u/inEvh+3d8n9u0CDY95918e/ty7wl04HODU5x5BUVje5Fh+4WUZs05fOwIC//1GS41BagKHn208wDr8w75vKxLhT8u3mTaZlxuZoSIHanJicy8uAuTBmX4BIp6pDVnXO92XuVw43q3c0/wtPrv23Na6B2vfeN1jbBVxsg9H/PXF8pTMBND61QdL5JEfeBNNBghB5Z++uknnnzySc466yyWL19OSor2ZeTOO+9kzJgx/PWvf+XKK6+kSZMmPPfcc+Tn5zNr1iyuueYaAO655x6mTZvGxx9/zCeffMKIESMAOHHiBA8//DBNmjQhOzub1NRUACZNmsQVV1zB7NmzGTRoEImJ8h+IEEIIEfNibUCBGX89NfQeeVv+pgWBcGnvMet2LTBkRg+0KXYYPhvWzvLz4irqe3ejZA7TfnzvbkzzAipvcLTMJG1V+2r7eubGLyMFFxsSFJY6L+alipEcIAWXimlQyfuVzcnNjBCxxSrr6ekrezIxqyNf7T5K3/Tm7qBSMMe7pHsix09U+AyJAIIaHGF2zGCHTtSJOl4kifrAm2gwQg4svfLKK5w6dYpHH33UHVQCSElJ4Z577mHHjh0cPnyYhIQE3nzzTVJTU7n66qvd29ntdh588EE++eQTXn/9dXdg6eOPP+bQoUPceuut7qASQIcOHbj++utZtGgRa9euZfTo0dV5v0IIIYSIFrE2oMBTMD01ktvBiP8HA26teo9QVapmdPUKSEjStgvUpwlQVBf/eWsecZ1H0NVqW8XOL/Ft3UGlNhzmibilKJXhIbuickvcB0yxf8CMipt5wzk01N+Em9zMCFF/9EgLPqBkZDUkItxJozU1pTQi6niRJOoDb6LBCDmwtH79elq1akXfvn19nhs/fjzjx48H4D//+Q/l5eVcdNFF2Gw2r+3at29Phw4d2LZtG06nE7vdzldffQVAVlaWz3HPO+88Fi1axObNm6sVWFq8eDEvvPBCSPuoJnXCQtQIfyvfQghRX8XigIJQe2oY3+OZF0D+Ot/tVlytlbdlnM/3xQ46qQp2xf/3kG6Fy5n80xksa+S7rarYyB/wOHlHEt2r2Rm2A6bHtCswJ24ZOc7uHCDF53lPClr7J+MKudzMCCF0ZtlQ1RkcERVDJ6zU8SJJVAfeRIMRUmDpyJEjHDx4kEGDBnHw4EEWLlzIZ599xq+//srZZ5/Nrbfe6u6DlJ+fD0BaWprpsTp06EBhYSH79u2jY8eO/Pzzz+7HzbYF3NuEy+VycerUqWodQ4gaUcfTJIQQQoSgOj01HEWQv97iSRXem8a7xztz14eHuNk+gZlxr6Eo1oezK/Bio6e9HnOpsKPDRG7/bz/2f5aCwjfuvkgFrjY4LQJWcYqLdNsvHHB5B5Z6d2jGt3sdXqvh+k1M4wQbZSddcjMjhGjYammRxGqKZ1QH3kSDEFJg6eDBgwAcP36cyy+/nNNOO42RI0fy66+/smbNGqZOncpDDz3E9ddfz6+//gpAs2bNTI/VtGlTAP73v/95/ZmcnOyz7emnnw7gPqYQ9Up9HrkthBD1UXV6ahzJx7pLEaA6WfHR50AXvlMz/AaVdDbDNi4UbvupH8WVmUcqWpaRTYEDagr/V3Ezc+OXuMvhdBWqjd2u1tgVhVt/fyYtkhLc/VWKHeU+q+FyEyOEEL6sgj/G55udOojrcD5ndOxC6/aZAY+7cluhu6xZJnGKaBNSYKm0tBSAb7/9lvPOO48XXniBxo21Wvr8/HyuvPJK5s+fz4UXXujeNiEhwfRY+uMnTpwAoKyszHJ747ZC1Cv1eeS2EELUR+H01NDLneOTwHSumkZVbBS4WgPW2UWqit+AU5yi0tH2C8UemUcqsOjqXqQ0acSZjTqjLF3ic8xtmXfxzKBLTLOPZDVcCCECCxT80Z8fb1vP3Lil2BUVp6qwtfts+o+bZnncYke5+7ggkzhF9AkpsGS3291/f/jhh91BJYDMzEyuv/56XnjhBT766CMaNWoEYFl6dvLkSQCSkpIAvLaPj4833dbz9YSoN+rzyG0hhKivgumpoQeT9v9Hm/AWoBk3ih3H8L/wy3taQOgAKcyomOK++XBvplRlIZlxYWOP2trrMbui0Ce9uXYDUrATY2BLUSDr/OGQ4b+/khBCCHOBgj/6863Uw17Xdbui0nvHo/wyYLRl5lJBSalXXzuQSZwiutgCb1JFL19r3LgxmZm+/6fv2lUbJVlYWOguadNL3Iz0srYmTZoAVSVwZuVu+jH01xeiXtFXvpXKwG0sjty24iiCghztTyGEqG+S20HG+ebX6+3LYUFXeHk0rHk4cFDpojkwLZfyrteYPOmb3aQALrUqtKTPGnFhY+apyRSrVQEiY2Ptxzb9hlM1hKUMCxrFjnI25ZdQ7Cj3f95CCCEA6+DP9j1HvZ43G6IQp7go2ZPn9ZjndTijZZJP2bNM4hTRJKSMpbS0NOLi4qioqEBVVRRDHraenZSYmOgOPBUWFpoeq7CwkMaNG9O2bVtAy3j6+uuvKSwspHXr1j7b6ttUh81m88mGCkRVVSoqKqr1ukIEFMsjt61IQ3IhREPlKIJ378JvLyVPig26XAbJ7Sjakct5tp0UuNoAVK5q++6ievwvaBlHTlVh7InZHKQ5WZXHOEgK2bdnuceGf7v3KC/mnuK4fQpz4pYRp7ioUG0UD55DWuVnj/TxEEKI0OnBH2Nw6Y7XvuH4iQqGnH0GNsW8zLlCtaGkZLApv4SMlknk/HjI5zo89/JuzMz+zmuQgmQriWgRUmApISGBnj178tVXX7Ft2zYGDBjg9fyOHTsA6Ny5M+eeey5JSUls3boVl8uFzVaVHLVv3z4KCwsZOHCgu7yuX79+vPHGG2zevJl+/fp5HffLL78EoE+fPqG/Qw9Tp05l6tSpIe2zc+dOLr/88mq9rhBBicWR21akIbkQoiHbu4Wgg0oAwx/Vro3bl9PnvbtZkeDCqSosdV5sOr0NtIwlY58lu6JycdwWbrZ/6O7bMaNiCmUnz3Nvs3X3EQDecA4lx9mddNsv7Ha15uZGg5lMFPXx0MsIW2TK54YQ9USgptaxLufHQ+7sUU8qMCM7l7dvH+gODs2o8A7ur2p7HzNeLsClFrjLnPVD6dfhjdOHsnH6UJ9BCkJEg5BK4QCuuUZL0Z43b55X2VpeXh4rVqygWbNmDB8+nEaNGnHppZeyb98+li9f7t7O6XQyf/58AK699lr348OGDaN58+a8+uqr7N271/14YWEhr776Ki1btuSiiy4K/R0KIWqfv4bkQggRAbVaqhXRsl7FIyJkgz88BoPucgfklcprp11RmWz/wPQmxYqKws32D7z6dsyJW8aZjY65t+mf3sL99wOksNnVhQOk0Dddy2jy18ej1niWES7oqv0shIgawV5/Pbdbua2QQfPWcc2SLQyat46V28yrWqJGiNd9PShvdcl2qXDZ4k0AbJw+lLE3zeDHCV+w8w+v8eOEL5ixu6f72qviuzTh2U8pKzNFgkoi6oSUsQRwySWXsHHjRrKzs7nkkksYMWIEpaWlrF69moqKCp566il336Rp06axceNG5s6dy+bNmznrrLPYtGkTO3fuZNSoUQwbNsx93KSkJB555BHuvfdexo0bx6WXXoqqqnzwwQccP36cRYsWuRt8CyGinDQkF0LUoFot1TIp6y3OvML/qnvaAEwnv43/J6T11/5uLH02CcjH+Zn8plFQFQVFdVU281Z9yubiFBetT+0HtHYCPdKaM653O1Ztr7pZGte7nbtUzqyUw6uPR01nEknGqxBRLdjrr+d2Vhk4UTvRLIx2DmZBeSOVqsyjrMwUIAXowqb8Elxqgd99pZ+SiHYhB5YA5syZQ9++fVmxYgVvvfUW8fHx9OvXj9tuu43evXu7t2vRogWvv/46Cxcu5LPPPmPTpk20b9+e+++/n4kTJ/r0aLr44otJTk7mhRde4O233yY+Pp5zzjmHqVOn0r9//+q9UyFE7QlnFLcQQljwLJ8AfEq1ZmTn0rlNU3dwJGJMghyu9+5m3G+wX02xvqlKbgdjnoV37wZcgA3GLISuY7238Xyd0hLfgDy2yviURePvgXeidLkMlg5DsVonNwnqP31lTyZmdeSr3Ufpm97c6/eWmpxo3cejNnrn+ct4lc8QIepUsKWyxu3Mrk5RO9EszOC2VX8lI7P3bbavXu7sUn0HMAgRjcIKLCmKwrhx4xg3blzAbVu1asUTTzwR9LEHDRrEoEGDwjktIUQ0qY8NyYUQNabYUc5Xu4+gKAp9OjZ3f4E2ro5PGZzh88VdLzGYN64bV51tDzqjJmC/D5Mgh0110VP5if1qiv9V92CvgZ7BGr1MTlWrAvJg0QjcBgNu1c7RX1DJIqjfI625ZSDuqn4dGHL2Gd59PGork0gyXoWIWsGOvA8meydqM3DCDG4bg/JWzN63VUDf5zosRBQLK7AkhKgh9a1ZaX1qSC6EqDErtxUyfVVVbwoFmDeuG0POPsNndXzJBvNyARX45t+LuDJhqdanKEBGTVDlHGZBDmBR/LM0qSjnDedQ/6vuga6BxmANKqg2GP+SVjKX3A6+WIgxcKQCe3o/QCNakNoC03MEYPIaaK8NPgm1aW5qcqL3drWVSSQZr0JErYClsn62i5kMnGoEtz2D8o0TbJSddLFj3zGe/OiHgJPcTAP6EJ2/IyFMSGBJiGhRGyUGQggRZYod5V5BJaiaoPPshF4+q95W68BtOMwTcUtQ9JViPxk1QU8+cwc57va6ybArMCduGTnO7hxSWoa/6r7lBZOAkAuSWmqv7SiCNbN8dlOA6Zvj2PrlOi0gljUVNi3yPf73/4b2ffwH0YJd0KjNTCLJeBUiKvktlQ1iu5jIwKlmcNsYlM/KTGFMz7Zs33MUl6rS12OAQqB9Q1HfJ+6J6CeBJSGigTQrFUI0UAUlpabBIlflWBzjqretslLMuE+G7YB7GpqbRUZNsOUcgBbkSGgCb03yejhOcXGm7SD3jL0gvC/xjiLY9Jzv44pNC6Y4imDn25iF0pyqwm5Xa1xoAbHzBzchVfUYNldJ3bSIg11uZEZ2nnkQLf/N4Bc0ajuTSDJehYhKVpk1wW5XF0GPkIMuvSfyS6tBHNqzizM6nkPr9pnVOnbOj4dqdOBErQ60EMKCBJaEiAbSrFQI0UBltEwym5+GTYE+6c1NV70Bnz4WhWoqKjYUAmfUBFvO4ZY2wCdbR1XsPHP7WFq39/Pl3V82kFVvpKw7IP9Tnywp9+uqMK9iAgdIAeAMtYTUbfN8gkqgTYmr+OIFXOpQr8edqsr+PfmkhrqgIZlEQgiCz6ypTgZOpOhBl1bqYTJsB7jkgsFcN2IgYB0U0vbJw6Uq2JQ85l4ez1X9OvhsH0xAJ+gM2TDV9PGFCJYEloSIBrHarLS+9YQSQtS61ORE5o3r5t1jqfILempyouWqt7GPRXrLxij5alAZNcGWc7iZZOsooxf4XcUOWN5s2r/JBl0ug2XDvYNYVA6HQ+E151Dec2a5n+tn+8l6IhzQdtcy2ird2a+muB+zKwrptuLwFjQkk0gIESP0oMt423rmxi3Frqg4v1D47PDD/HLWFaZBIatAzbGyU8z/KM+9/YMjO7t/9tzOGNAJKUM2DDV9fCGCJYElIaJBLDYrlZ5QQogI0YNHX+8+iqJAb4+pcGC+6m26Eh5CRk2w5Rw+x967FVC1LCYrwZQ3+1z3bTD8UThV6hPwUYB3nedxiW0z18at42r7emZUTOEN51D6ZjSHIutTUXDx+O+TuPlzxSuIlpJmj80FDSGECFJBSSmt1MPuoBKAXVEZnPc45397Bq7KzE+XqvX1a5xgR1EU00DN3NV57p9dKsxfnYcxp9QsoBNyhiyhle6Fc3whaoIEloSIFrFUYiA9oYQQEZaanMilPSKwuhpCRk3IZRqeJWp6IKhtT9+szWDLm3tPhPKjWoNu1QVrZ8Hw2b5ldypcatuMrbLcza6o7ubh//j5DCY2UqyzlhQbF2adx8asFr5BtFhb0BBCiBBktEwy7b8Xp7joaPuFYldVJqdLhTtX/EebXof1oAj39mjZtWqAgE6oGbJ/z8ln3uo81Mq+edNHdeaWIdbZsSFn4ApRQySwJEQ0iZUSA+kJJYRoaMwC6mse1v5uzNoMtrzZUQRrZ+O+hVFdsPZRGPxn2PBU1a6KdqPjKU5xkW77hc2uLvx83hwyN8/E9FZo+KOQ3I5UTJrmxtKChhBChCg1OZFLLhiM8wvFK7hUodrY42ptuo9eemzMAjKyKwoPjOrEk6t/CBjQCTZD9u+f53tlRqkqzP0wD1S45ffmwaViRzlpLRqTfXuWuyw8UFBJJsiJmiCBJSFE6GK1J5QQQoTLLKCuM2ZtBlvebBWkb2w9jlrnqpwMZ1cUGmdNgqw/wrt3allVunMug0F3+e+H57Gg4fdmQ3rqCSFi0HUjBvLZ4YcZnPc4cYqLCtXG9u6zmNbhAneWTxu0xt4FrjYcIAUVWHR1Lw787zce/2CXzzFtCsy5vCtX9evAmB5tgyqp1jNkix3lbMov8bnOFjvKmecRVPI0f3UeY3q29dn+xY0FLNtY4NUnKiszxfQYOpkgJ2qKBJaEqO9q4mYgFntCCSFEdZg22/ZgzNoMJhsoPgkVQxmbYoe08/y/FtqqutcKuQP4eb33RnnvwRcLtayoAP3w/N5sSE89IUQMu2DCvfyy7zJK9uTRsmNn+rfPpD/aEIhDny/h3K8f0Rp7qwozKqawynUhfdKbAzDnw11emUs24O3bB9Ijrbn7MRWVg//7LWAWkL/rbEFJqWX5nQu8ejet3FboNfACgpsGJxPkRE2SwJIQ9VlN3gxICYUQoiExBtSNzLI29WwgRxEU5HgH+LcvR333bhRUdy8Nl2LDNnoBHNzp3bjDhF1ReffaVFK6VgZ/rLKf1szCq9TOpB+e35sNjkhPPSFEzGvdPtNnkmcqR0j9ZhZ4NPaeE7eMwcOudAdazPoX6UElz0CRzioLKFBQx6wJt+cxS47/RrGjHNAajZt9QgSaBicT5ERNksCSEPVVbTTYjpWeUEIIEQmeAfX927V+SIGyNs0C/JnDUN+7G6VyppDeAHbxqTFc2WoQrZf1JWDrWMVGCv/TrvUApSUmJcomWU8m/fD83mzYpKeeEKKeMgnIxykuxqSdcP9s1R/JGCjSWWUBvVRZsubJM6hjbMKt0z8f9MbiF3ZuZdn7yabgdxqcTJATNUkCS0LUV9JgWwghIk8PqGecD13Hw96tgAppA3y3NQ3w3w3n34diuD4rCtwe9w7//eFCWvspgXNvrKrw1iSq2npXtpzVn1Ps2oS5tbMC9sPzf7MhPfWEEPVUkD1DzSaImgXkdcYsoGJHOUs2FPhsZ1OgcYLN3XPJM4jVOMHGvqPl3PHaN+5lBhX4NO+g5dtRVcj58RBX9evg7pmXlGCn9KTTXaInE+RETZHAkhD1VaQbbEvjViGE8Jb/qf9yY9MAvwtynnRPHvJkV1RaNT0tYH8l7zI5w99VG4x/CdL6a9fqxGb+++E5ikg9ks+CUWdwz+oSk5uN6vXUk+lDQoioVY2eoZ4BeWPzb2MWkFX/pMFntWTs85t8ei7p18rSk85AuateVLRsqWNlp5j/UZ5liZ4xA0uu0yISJLAkRH0VyQbb0rhVCCGqOIpg75bA5cZ+Gn4r4BNccik2mncaDHF+ejkF5IKklsE1Efe4to9RbAy59Cl2tbnMd7pRmD31ZPqQECLqhXl907N/vvn3Ip6IW+Ju/v1/FTfT67I7va6hZlmhCpDzU4n7Z7MSuoyWSe4kVDPXndeBVzcXej3mVFXmmkyXMx7fsxG4XKdFJNjq+gSEEDWo90SYlgs3vK/9GU4wyKpXk97XQwghGpLty2FBV60MzarcWKcH+BW76aG04JIWWlIVG7bhj2r7ZA6DcUvh4r+Gfn7GzFR3tumZPplKxmt7s7X3k9XyN/MVa738L4RMJbNGtXrzWSGEiBohXt90V51tZ27CUuwezb/nJizjqrO9r/l6EMquaNd7RTHvoqeX0HnuN31UZ9PXtilwRZ/22BTfx60Yjy/XaRFJkrEkRH1X3Qbb0qtJCCE0xmCMkVm5sb4avndrZU8k1Wt7ZfA02PBXrefS2llwcBfseL0qQ7TLH+H7d4wvVHln4vK4Q1F9M1ON2aZZU2HAbdrzNXxtl+lDQoh670i+b788i+uoXoK2fc9R7njtG9PDmTXfbpYY77OdUplZlHfgV69sJgW4oNMZrMs7ZHnKO/YdIyszBZDrtIgsCSwJIfyLdK8mIYSIVWbBGJ2/cuPkdpA8Fk7+6l2erDfX1oNNqgu+fa1qP9UFu96F8++DDX8FPAJEXcbCqbKqa7GxibhZtummRbDpORjzrBbsqsFru0wfEkLUa44ii2mc2nXUrG9RanIizZPM+y1BVfPtIWef4W68PSM712sbBfj37QNpdfppDJq3zthlz29QCeDJj35gTM+2pCYnynVaRJQEloSIFXXVPDuSvZqEECKWmfZMssH4F6uaZftj7OXhL1Cl0ye8TVkL3/+7Mji0CL5cDKMXUtyiL6VfvkTmlv/TVs71PnjN0y2OrWrX82m5ldd2z/55CyJ2bZfpQ0KIesszG9Q4jXP0Alb+6GRG9jrTvkVmwRydCkxflev+u96Lz7hN2UkXX+85ajmVzh/PjCS5TotIksCSELGgrptnh9nYUAgh6hWrQHvXsaEdw/MaGmgCHEDOfMh5svKHquwm13t3c+tvR8lOmIWieGQ9vXc3XL3C+tiqUwtSuZxVXWGtusNWg9n0ISGEqEk1NeFMP25mIwetvUqivadxFtOC6XOrMolcKkzPzvVqmu0ZzDGymvmpsysKO/YdY55Jg26juy48i0Xr/ut1HGNGklynRaRIYEmIaGfVPNtz8lCg/SOR6VTdXk1CCFEfhBloN73Z8QlU+Qsy+d5i2FQXfWw/uhvHVm3qghVXQ48JVf2ajD6e6Xv8UD5bguQ5fUgIIWpStSac+fm+7HncgbadvJZgvKZWTeP8esd+3ywjFbbvOcol3bVroR7MWbFlD8+uyw94anqGk11ReGBUJ+avzrMsp9PZFYUJAzrQrnliwIwkuU6LSJDAkhDRrjoNVus600kIIeqjEAPtxpudBaPOYEzab9oNjDFQlf8pvHs3ECCLCahQbWxzno0zTvENLqHCjpUwWS+hey7wMfVMpi6XyUKCECKmFDvKmb4q1zJTyN9+puXEld+XjZPTfna1wakarrke/el2l5Savs7RspNeP6cmJzJhQEcWrcv3GySyKwrZt2dRdtJFesvGpg23Aa7p34GV2/b6BJAkI0nUFltdn4AQIgC9p4enYBqsWmU6OYpq5DSFEEL4Mt6UjLet55JPR8DLo2FBV20BILkdxDeGnW9Dq3Phnu9gyIPmB6z8PFAVOw9VTCaXs5hRMQWnajJjWnVqDb5H/D/4w+zgTvjjmVXnJYQQtazYUc6m/BKfkfeBHl/7/S+WmUJWVm4rZNy8N8n4cmbVdDfD9+WXNhZ4BXIOkMKMiimoil17wKP36MpthTz1yY+mr9UsMcHnsdTkROaN6+a+IbcB43q3w65o13M9QNQjrTlZmSleDbc92RWFO4edxcbpQ1lx83lsnD7UK1MrNTnRvb8QNUUyloSIduE2z67hUdJCCCEseJRUFJQ0ct+UtOEwc+OWVq106zcwP30Ku/5dtX+Pa+DChyr7KhlulQbfA2cORWlxJr1+dPJm9ne84RzKj64OvN3oERRMVtEdRbB2dvDnH2rJtRBCRIBVKZvV43/PyWfe6jy/LeKsntOD/gOUAyblxNr35WJasGRDgc++b7mGcu/k22h9ar+7JFo/nhkF6JPe3PQ5s4yi+y7qZJlhFKjhtgSPRF2RwJIQsSCcnh5m04siOEpaCCGECUMJcpfhT2FT2uBSIcNmcQPjGVQC+PY16PJH+MNjsOZh7+c2PgOtu0KLMw03JBeifAesnVX52h6LEAU55n2WFBsMnw22ON+eS7IQIYSoRcbsTpcKM7O/o3ObpqaPFx4uY/Fn/vsTaVPVVIod5aQmJ3r1utNLygpU69K2gpJS0zK1KYPPpHX7TCDT/ZhViZoCzBvXzW/Ax9jjKFDPIylvE9FIAktCxIpQm2eHm+kkhBAiPCYlyMlr72da/2wWbC2lwKw3h+lAaWDFVTDwTt/HVRe8NcndByS190TtpmL78qqgEgoMn1XVU89soQGb1n+pfR/tvD95SBYihBB1xiww41RVtu0+avq4VVDJeEW9c8V/sCkwtlc73v6myJ31dNsFmSgKHFC10rY5ccuIU1xUqDa2d3uE/sntyKDc3ThbZwMmDU73afatl6gZt3176kB6pJlnK1WHNNwW0UZ6LAlRn/WeCNNy4Yb3tT+lcbcQQkSc3uPj8N7vfTKDFNXJpm3bUFUYM6QvJ869wnvnVl2sD7xpsW+PPZ1nH5B9X8N7d3mPv177aFVPveR2MPzRqmMpdhizUAsq6c+PXqg9rj8vCxFCiFpk1TuoX3pzn8eNP3s+/u+pA1l8TS8Ar0beq7YXeWU9LV6f7y6Te8M5lMEnFnL1yYcYfGIhE746253lNPfybl49j+aO60Zq/ptaLzqPXnlW29ZEUEmIaCQZS0LUd6FmOgkhhAC0gNFXu49wrOwUzRrH0ze9hc8KsWfvj7bKYb5oZEPxmL5WodrY7WqNCnyw4WtmnPaW94sc3OnnDFzQ5XJtUptZKZvqhC1/g02L8Ml6Up2wdyscSYH9/7HOZtKFU3IthBARYtU7qEdac5/HHxjVifmr83wymR4c1Zkeac3Ze7Tc/EX8OEAKB1wp2g+qyu6SMvOpahyBBSbDcTKHSYmaaNAksCSE8GZI7RVCiFjm2VMjlC/5K7cVeo2uBq3EYvrFnenWLpmMlkkALMz+jAHKAQrUNuxXU5hxagpzE5ahqE4qVBszKyZzAO1mpYNSXDV5KAgqoOzMtt5AsZkHlQAURSuZ852TpGUzdR3ve42XhQghRB2yCsyYPd4sMd4dbLKhBZVuGaL1PFL9dfMOgl1RSG/Z2P2zV9lZgf/hOFKiJhoqCSwJIaoYms4yeqGUzwkhYpbVJKFAih3lPkEl0EI0cz/Mow2HOdN2gEvPOMiGBG3Km1NVmFExhdedQ7li7A2k2w4w+l/72a+muPcvVFNRFZvf4JKqajEh/U9rCmRNrQwsGZ+yVY5Csri5ksbcQogoZRWYMT6uB5u27zmKS1Xpm97C/Vzf9Bam3euMPZB0Ctr11qXiM2XNU7GjnKJfm9PHeB2XnnRCSGBJCFHJpOmsjJsWQsQqqwlDQ84+I+BqstUkIIAr7euZG6cFk9RjVcEfu6IyJ24ZG13dadvxQlKSu3L35YVe5Rt3Xf57FLthqEL3q1B3rHRnOM2vuIputgLG2DcHeIcqdBkLXy72bco96i/w4b3Wu8pNkBCiHsj58ZDp4kFqciLzxnVjxqpcXGhNheeO6+bOetqx7xhPfvSDV8ldoBI2z4WKq+yTmRu/DBsu6UknRCUJLAkhNEf8p/YKIUQssZowpPfN8CejZZLpancbDruDSuCbURSnuLi9u81v+Qb49jJSLnyIdV9u5uHPy3CqKtPjVgT3Jr//t/n0z8xhsPp+875MDeUmSMq6hajXAi0emGU06VlPWZkpjOnZ1ieQZJWl9NXuI15ZrCudQ/nc2Z0rzzzFn68aKdcYIZDAkhBCZzaOWla1hRAxymz0s7FvhhV9tVu/kWjDYTJsB8igyB1UMlOh2vjD+Vk+x/K5WTH2Mkpux4Ujx3FOVjlHvvsU+5pg3iGw6Tm45ztt6qex6fbohZWT4jzOd+BdMODW+n8TJGXdoh4Kt19crL+2lWAWD6wymsC65M6TZ5aS0QFSePZnGPa/xvRIjshbEiKmWcywFUI0ODJuWghRx4od5WzKL6HY4TvRx99zZsxGP1v1zTBzVb8ObJpxIe9k5bPptLtZkfAETyT802c7PW5TodrY3n0WrdtnBnV8q3M+t2uvQM2VPLi0rCWAjPO9r9eZw3xTrr5cHPa5xQyrsm5HUZ2elhDVsXJbIYPmreOaJVsYNG8dK7cV1vvXDnTN1xcPPHkuHlhlNAX7GWLc38pXu48GdbygOYqgIEeuWSLmSMaSEPVRuCUAMm5aCFFH/p6Tz7zVeagmK8vhNuGu7ujnVI6Q+p9ZgBak8An3KDb+d/5D7DutMy07dqZ/NYJKbsntYPhjsObh4Lb/eCZ88pBvVs6RfHwiSw2hvFnKukU9U51+ceG+np6dBIT12tXNcArmmq8vHnj2sfNcPKhOObTZ/nrmaoGrjXvSJ0Df9OYhvz9Lkm0pYpgEloSob8L5UDIGouTLtxCiBhlvOv7+eT5zV+e5n/e8eYHwbmx01Rr9bBak8DTuRZK7jiXiVRCD7gJUWDMLy8lunsyGLZiVNwPs365lN9VXUtYt6pnqBkhCYQzoTBmcEfJrh7sQoAslkOZv8aA65dDG/T2HNugTQN9wDmVc73b0SItQYEmG6IgYJ6VwQtQn4ZQAbF8OC7rCy6O1P7cvr5VTFUI0TMayCmNQSaffvPi7qapxepDCjGKHtP4199qD7oaLnwp+e9UJe7dWlVAkt4Phj/put/bR+l1iIWXdop4JVPIVSLGjnPd37Oe9b4v8loGZBXSWbigI6bWrW34G/gNpZvRm3MagU3XLofX92ylHvIY22BWVefHL+PDGDJ6+smfQ7ysgf9mWQsQAyVgSoj4JtQRAVkeEELXI7KZjnklQCbSVbv3mpTqrztWiByn0qWu6YIIV1Z1Ktn05fHhf8NsrCrw1CVCrslXb9vTdzuwzob5NUJOyblGP+Cv58ldyVuwo58WNBSzdUODOe1SAeePMM4jMAjou4Nr+HVixtRCXGjg4E4nsqupmGnnyWw4dxHXvqn4dGJ7YBvtb3m/KhosujQ6HfD5+SbaliHESWBKiPgn1Q0l6UQghQhBu3wx9vyOlJ31uOqwKva7u18H9Gv76aNQ4zyBFfGM4VRY4WBFunwz9Ric+Sds/mDI4qLzuq1Xbqy5t/1F/CfyZUF97ekhZt6hHzAIk/krOVm4rdE+19KQCM1blmpaVJSXYTV/7X1u0Zt0K8MDITn7L2iIRFArUOylUpuXQIVz3UtK61E7Ax7iQIdmWIsZIYEmI+iTUDyVZHRFCBCnYvhnG4JPnfsHOOgO4c9hZ7r9Xtwl3tYUSpHAUwbuVPZKgMshzV+BMUM8bHRSCDiqhQP9bYMsL3g+rLvjwXu15RdECT8bPBMlaFSJmeAZI/PUhAq0vndUVxAWmGUSlJ53mO1RSgSc/+oExPdtaXoMjFRSq0Wt+qNe92gz4SLaliGESWBIiWkSqFCGUDyVZHRGiQQs2A8nsJmZGtu+qtzH49ODIzsz/KM+9X7Chkvnjupn2y6j1gFI49m7BdxqbqvU/Sh5rvo/xRieUoBL4BpW8XxxUG4x/SesJ5Xl9l6xVIWKSv5IzFdXnOU82MM0gMss2MgqmrC1SQaEau+aHc92rzYCPZFuKGCWBJSGiQaRLEUL5UJLVESEapFAm95j23lDhpS8KmHlxF8A8+DR/dR5+ZqqZsoF71b3BsJo+p2eUKnbofhXsWFnZ68kGfW6Er18iuCCUC5Ja+l7fJWtViJgUqOTMKkCkAA9e3Nk0YGPMNlIqEyc9DxNsWVtULwSEe92TgI8QfslUOCHqWjiT3CItuZ02flo+MIVoEEKd3GM2lQhgaU6Bex+rxq9KKPVvVJVpxKy0AfgW/Sn+J8jFJ5n/olQXDLwLJq+BnhO0P294H+75DrqOJaQeTGY3TTJBTYiY5G/imfE5G9A/vTmgXTHmr87jiQ++97neFzvKaZxgZ3SPVK0Yt/Lyol+aar2/XU2R654QNUIyloSoa1KKIISoZaFO7klNTmTy4AyWbCjwetyzV4fVCvoDozrx5Oof3P02LuvVln9/sx+nqmKrbP0Tzop41EpuB2OehXfvRvsN2eAPj2rXev15T+6MVYsg0ZeLYNMitGlvCgx/TFsIAN9VdyvnjI6OEg8hRFD0MuWkBDulJ52m5cpWJWfFjnLSWjQm+/Ysyk66aJxgY+zzm9z7uVRYskGbFqdPiPPX7NumwnPX9KJ3x+axH1TSyXVPiIiTwJIQdU1KEYQQtSycyT03Dc7wGltt3MeqaetV/Towpkdbr5uf+y7q5P4558dDdTfxLVyBeuJ53rTs3w5rZ5mXOvv0VjLhGXBSVVjzMKDCoLsNPfL8BJl2va+9ltXNUzAlHpHqAyhEPRTuxEwznmXKOs9yZeNr+etzN/fybqS1aGxaFqeiZap2btPUNKikcwEtkhpF/3U5VFLaJkRESWBJiLomDbSFELUsnMk9qcmJzBvnfx+rFXTjzY/nz3U+8S1UwfbE06/hy8dYTx+y6q0UyJrZ0HV8VQBr71Y4nA/r/5/59tXNgjV7z5nDJNAkBNb96oIJNhm3MZYp6/Ry5WNlp9wDEYy98Yod5V4BIpcK07Nz+fftAy17LjlVlW27j/otqo35LFIhRK2QwJIQ0UBScoUQtSycgE4w+4TTtDWqG716CnVMdaBSZ7OMVRSt5E0P4pgGnlxVU+byPw2c9aTYID7MG0PT93xXZf2iGpmBE6JBMQumVCfbJ5LZQuG8tlm/On8BIF0o2UWgBYHmrc7zChzNzP7OPZ3z6z2+ASJVhX1Hy5l7eTfTgJVdUeiX3pzKPt0+bAqxkUVan0m2qIgRElgSIlrUx5Rc+TAUJuryJqAuRPP7jbkgUF1fU0Ltieev1Fl/L8MfhbWzvTNWPRcavltVWf5m8NYkcBRW7hsg60l1wbLh4QWATN+zZ3legOCaEB6MwZSxvdrx9jdFAadTel5HT/e4e3nr6708ujo/qOmWNcGqX52/ABBYB6Syb8+yzC4ye9yzN55q0adNVasWBV76ooClOQW4qGrG3SOtOfPGdfMph/vTkAwmDcqIus+tBiXSU6OFqEESWBJC1Az5MBQmzFZoL+2SUtenVWOsSiREGKLhmhJqTzx3qbPneS/wzjJSbDB8NrTt7Z2xqv856C5AhTWz8M4pULWSOIIspQs3AGSaVWU8tgycEIGZBVNWba+agGsWgAHf6+j1fVu7n5v1zk6IP829/4zsXBon2Omb3qJWAiJm/eoCBYDAOiBVdtLlVaas0wchzF+dZ9kbr296C5/MIwXoUzkRLjU5kZkXd2HSoAyfrFM98PT17qMoCvWrUXesCjVDVog6ZqvrExBC1ENWH4aOIr+7ifrNaoX2gMWI+1hn9X6NI55FEKLlmhLumGr9BlFVofyo73tZOxtKD3nv4yiCghztz0F3w/gXTQ5sFexRLM6jMgAUCp/3bPM9vgycEEEwC6YY6QEYndl19KUv9rifN+tFdOeK/zBo3jpWbiv0eq7YUc77O/bz3rdFEbsO6/3q7Ir234RdUXhwVGdshv9EjH2K9ICU2TZX9evAxulDWXHzebwzdSArbj6PjdOHcsuQTJ/X8ixT0/vg6Td3NmDeuG4+AaLU5ESyMlNMH7+0R1su6d5WgkrRwF+GrBBRSDKWhBCRF2q5iGgQrFZo9xwuM98hxlm9X89VaxGkaLqmhNITTw+IuXMILLKMVJdW2qZnYoFvdlarcyt7LwW4Mz//Pmh9LpQdhQ/vxSt/IdwAkPE9538qAydEyMyye4yMAZhAwShjcEZnzF7K+fGQV6mXghZ08cwgDbds2az3XLPEeL+DDgINULAqOQ7U5y7mhiEIazI1WsQYCSwJISJPPgyFCasR9x1T6ue0Gav3K9N1whBt15RAPfH0/kmlJSYlZC7rAJHqgnfvqmrerT/m2SxbZ1WetuFp3E21e0yAHSsDB4CC6V3l+Z5l4IQIg1kw5bJebfn3N/stAzCBglE3Dkznla9+8Sob0+nZS3rsyVBIyoxVue6yu2DLlq2CT8ZAUDABnnCDQIH63MXMMAThn0yNFjFGAktCiOCE0jRXPgyFCasV2jb19AtwanIiD47q7O6JYXbTJIIUS9cUz15QKJX/GLKGhs+uatjtQ/UNOvncNNvg6hXw+gST4JJedufSgkqT18CpMusAULi9q+rjwAlR48yCKfdd1MkyuKJ/bphNNAO4PqsjtwzvwvY9R5n62jemr2mV8OQCd9mdWdlyoF5PgXrmBRPgkSBQlKnrARFGEsQXMUQCS0KIwMK58ZAPQ2HC7KaitLS0rk+rRqzcVugOKinAAyM7SePu6oiFa4qxFxQqoFRlF+nNu3tP1J5b80iYL+SChCRDsM0kg0l1wrFCSLJokC/NYUUdMAZTAgVXzCaaGY+37+j+kM9DAUqO/8bh0hMBy5ateuYZg08ihkXDgAgzEsQXMUICS0II/6pz4yEfhsJEQ1ihNd6EqMCTH/3AmJ7SFLVaov2aYtYLyjMDSVWh/BhsXVo55c0Pz2CUquKTd7F/u9bUWw+2xf9/9u49Pory3h/4ZzYQmiCGACohBBJjAbnK3QDSKlQFFcF4KqIHRezRiiIWL8CvKmoV8GirIrUesKinRbGCVltQuWgDRC6ClyiiPTEQiMGCYMQkJZCd3x+T2Z3LM7Mze53d/bxfr3OU3dnZCTWz+3ye7/N9soHnxhqWC0pK7yZ1aZxxoOSl3lVENrQ7mj274TM88Dvl8TGP/wNzJ5yDhWv3uD6njOBSOeNuaj5JCZ1q6xqRl5PFnnmpjiE7UcS4KxwR2eOuFESu2Q1CKIWpvaAsycC6e81NtY2kDGD6euC6vyn/HHy9+Zj1DyiDoZx8oOg8oOtg8+5t2r5Mop30RNfLfnjkcc8bdoVbtHaP3W9TSOpr1UbgEpQsV7u7nNUubtmZPpRXHuZun8nOi991tTuDEiUBBktEZI8DD0pytXWNrr74uz1exG4raUphai8o9Z5pGzJZUPtHdR0MHK1SqpB2LjcfJxr0DJoKjL0fgNr829iryfCawPWqYZSmdxUHNeRBotDeD6U4LxIyoKswVd9CXfIGKD2VMlreSG08Pun35ZiydFsggKIk5bXvurteBJ7oC7xwmfLPXS8m5jqIXOBSOCKyl0xNc4kM3DZbdXu8lbycLEwamI9Vu4KD8okDuQwuqblp6iprqoRMi2wEJJ/S0LvLoGD/KFO/JuNrBIOeuhqlKbjV+4leI+pd5dVeI5T2rEL7u8f1xKNrvzDtDme3o5xTarWptkdgdqYPk35fzp5LqcJL33W5LI+SFIMlIgpNO/BonQ2cqA8uwSDyKLfNVmvrGjFnVYVupnrO6oqwBgq1dY147UN9pcdrH9bgzot62p7LaitrSjCnQYs6IDAGO6LG2lrT1ysVSlrCfk3q+QSDnroaYOfz7l6j0vau4qCGPCwvJwsPXN4H1/9W+bO62+ZVQ7thwoAugdCn+kgDfJKErrlZugBIJFT4pK02VXsEllceZs+lVOOVDSLY+46SFIMlInImJx+o3MBZbEoabput7tx31FTnIcvArn1HcUl/cRBlFQIJl2vIwPItVZg3vrfweqNVLUVRolYotW7rPGixat5duhw49jXw9jzz+4yYaQ6VgODSDN35fMD4x4DsXKBgePDhXS8Cb8yEuFLJB1z5R6BgmLNBCQc15DHGe+2Vgwtwfctz62ePRnGXTgCU0Kfsy0Om++iCK/ph3upP0SzLSnXTxT3Rv2t7ZGf60NDkR3amDxOXlIt/eyTgkSv6Ii8nS3cdauWU9j7P5c4pINEbRNTVAPWHzfd+tqCgJMBgiYic4Sw2JRm3X/xlWTxlrT6sHVSIBi/aEEj03gCwrKwK00YWmYKoUNVVrGSKM22Fkmgpm1XQIgqDpAwl1AGAd35tDoqG36z8q3GpnWhpRv+rgLV36sP94jHiKikgeEzfSc5/dqufgYMaSgBR4H5p746B5ztr7odW99HNc87H5jnnY+/hBhR2yhbeQxeW9tNVrALAf40uCtyvRddhDKzUAIooLMbPHUlSvoCwBQUlCQZLROQMZ7EpytSw5IwYfQ/Py8ly9cV/SGEHU4QgARhcmKsbVKjtPYzNXbVL5vJysjB9VBGWbqrSvYcf4goou+oqqxCLYVOMmHobiQIbi6AlVJ8Oq+esltqpSzP2bwcavgXW3mUO90uXWS9/K/2jOVQK1Ssqkb1G3PSxopRnFRQNyR8mPN7uPlpS3NH2Pqn2T9q59ygkCRjUPTdwfCSBFZEjos8d2Qdcudx5tSlRgjFYIkomifzSzVlsiiJtUIMT/47Z+2ibrYb64p+Xk4WFpf0wd1UF/FC2TV1Q2g8AdIMKUV2TaIndDaOKsGxTlen4W1d8iB+OnwxZ4aRuZS0a0HzXcAKL3trDZXOxYNfbSDV2vvU92K5Ph+i5UNWg2iXIRnIzlJltUQ8nX7BSSmUMsEpmAMN/af5ZEtFrhA3DPSNWobXb81oFRfu+bRAeH+nytLycLFw6wHxdkQRWlKTi/X1b+LnjB9p2YqhESSOMfXCJKCESvfWo3bbURBZq6xpRXnkYtXWNusfmrNKHJW5e71ZeTpbjL/9XDe2GLXMvwEu/OBdb5l6Aq4Z2Ew4qjESDFzWoMu5gJEMJh7Q/k1pdpd3K+pEr+qK+qVk4oFm4do8pbIrk74g0RNtOG/kylIGHlZx8oOg864og7XN21aAhd4bzKZVMg65DsJYOyr9PeNLc3NsYYJUvBn7XR/x5YvczRJtVuGb3d0wxsXJHNUYu3IgpS7dh5MKNWLmjOmHntdoBrntHcVBkdR+NNPixug72U0pRifi+Lfrc4eQtJRlWLBElA6/0N/LKjhmUFKyaUYuaZLt5vR11RrxtZgbqm5rDmnFXd/1RiWbBJSjtD/yy/eDlqqHdkJ2Zgdte+kj3uKjCSVRdVVvXaHpvUe8m7kYURcalYCJvz1P6JUWjqsaqGrR1NvDZazahkqQ8t2Z28LHB04Cin4iXTlhWYsmJ75fHpdae4HYnzVif12o5c2cHS9qiuTzN7bJqSmKJ+r6dyCXIRFHCYIkoGXjpS3eid8yguAtnWYTdQOJoQ1NErwcgvB7d8roW0VgmZjWocDp4GVLYwfHyDGOoJXrvu8f1xCJNxZLd+SgMdTVAbiEwfR1wogH4ehew/gFzyBStAYdVk+7nxloEQS07w635lfmpXS8Ao+8SX49wlzn1Z0lwiMOl1p7gdifNeJxXFBTV19fbvsZ4H42GWARW5EGJ/L7NyVtKcgyWiJIBv3RTgoRTNQQAO/cdtRxItM9qHfL1VgOR5VuqsGxTlbCRtTFUAqI34241qHByzkhnu0Xv3T6rNWfPY0HU52fk7UDfK4HdryuVSlrRGnBoBxSts61DJXUWO7dQfB7Zb309OfnA2AeAdfeKX7t9mbL0LRE4W+8JkfYoitV5YxEUhcMr10ExlOjv25y8pSTGYIkoGfBLN0WR0wqkcJcvrNxRjTmrKkyPqwOJwk7Zog3cAQAH6xpR3LatcCDik4ClZVWm3dh6dW6HDXv+ZdkHKVrLxCIZVEQ6221875SfPU/ERgWhlkD0ngi8/f+g+y9XkqI34FAHFFVl4lDpokeUa1Abfot+iySf/fV0Ocf6uc9fBw7sBLoOdn3pron+9+VsfcLFaskXl5JR0uD3baKwMVgiShb80k1R4KYCKZzlC2oYZcx4fBJ0A4kbzyvC0k1Vptfv+7YBxV3EA5EbRhWaXtMsy7h8Sbntz2w3Mx6r3Y9E1PNXHa7X/Tnc60rZ2fNE7Q4WzhIIJ83CrFiFZ1ZL1vwng8fl5AMTngLemBm8CElS/q7sPhvslsMBwP6tsQ+W7P735Wx9wsUqtE75MJxSB79vE4WFwRKRKhEz5G7xSzdFwG0FUjjLF6x2UHtq8kBcOqBL4M83jCrCsk1VpnG5drcf40AEAJ7bXBVyhzYtu5nxcJf5hcv4ftNHFeGGUUW6a6uta8QfN1cFfs54XJenJHKjglBLII5UwpwkyeEthbMKV9TPoVG/AjY9pn/N+geUJXlW7zX2gdABXGA23mKnuYJz3f0cbnllIwqyFavQOmXDcEo9/L5N5FqI/XSJ0kQithYlijO7CiSRcLZuttqWeXBhruncC0uD51YZd/vJy8lCSXHHwIBEez3G99F66PI+eOkX52LznPOFoYxVyFZb12h90giI3m/ppiqMWBDcdnvljmqMWLARSzdVxe26PMeuaijW1NBFylD+bFwC0bqt+HWtXfafsQpXtjwZ/Bza9Lj5ddq/B/Uc2qBr/QMtS+RCGDQVmPWpEuZoDZgS+2qlRP7vSxQntXWN+NsnX+PNj2tS5t5dW9eI8srDKfPzEFH0sWKJiDOolCbCqUByu3zBTS8N9dyfVx/CmN85+xm015Od6cOk35ebwjIfgLG9z7C91ljtfmS1hM2qkktGsE+UaAmhm+uK57K+mEl041SrJRB1NUD1++LXnBAHs5aswpV192kfML9O+/ew7ZnIdi7KyQf+c7XSU2n/VqVSKR69lToUw9QbKpp9qojizHjfVXsMqv+FSwAWliZ31Wm8q3vTXjKsoCASYLBElMitRZMdP/ySSrgNVN0uX3ATRuXlZOHUMzs6PrfxehZc0Q9zVldAVtvMAFhQ2i/k9cZi9yO7L9+i91M1yzJ27DXvoufmukJ98U+a0MkLjVONSyC0y9aMRKFXqPtiqD5HVsbODzbuLn9acC0hGneLdB1sHyjF4x4fSZ8qogQy3nd/+dNi/P7dSt1/0jKAuasqwtqZ1Av37XA38aAwJarHIFEUMFgiSvQMebLih19SilcD1Xj10lB/nl37jkKWgcGFuY7eN9q7FIX68q2+n/YYVYYkYWhhrjB4MjY9D+e9k2622UuNU40VrVqi0MvJfdEYnjnVZaDyT2GvJwAlt0b37yoW9/ho9qkiijFRsKM+1jYzw3TfXfJupfA8fsB1NaxX7tuxqu4lAa6goCTHYInICzPkyYYffkkt1Rqo5uVk4ZL+7n+eaIZsTr58q++3fEsVlpVVwY9g36oBBbm6oMsH4MbRRZg2sijkdYXqnZWUs81eaZwqqmgFgIseAXpP1F+jk/uiWgFUPAaYVQHsfh14e17o69BOdggrnnzA8Jvd/3xWYnWP50QOJQlRsAME76eGBZ22fICp6tSuGslLVUKxqO4liKtBuYKCkhyDJSLAWzPkyYAffpQiohWytc3MgCQhsCQPEH/5zsvJwrzxvTFtZJEp0LIKukIth7D74s/Z5ghZBSHGUAkIfV8UVQD1ngi882v7ZXGSL7gMDojeZIjdMrdY3eM5kUNJQBTszG1Zcq3eTp2GSqLl2aGqkbx03452dS/BuhqUwTslOQZLRCqvzJAnA374EQWogwRjqGT35dsq0DI+7nQ5xPRRRXhus7KbnPG9OdscAVMQYgh5tOzui1YVQLMqgJIZQPli62uQ/cD6lsbeI2cq/3Q6GWIVHoVa5hbLezwncsjjRMGOVQ88q955APCbiX0w5mz9RhJOqpG8ViUUryX0aSFUNSiDd0pivkRfABEloVDbchOlCeMgQXVej064amg3x1s0i46zGoBoj1m5oxojF27E0k1VkGXgv0YXYfOc8wPhkzrbnCFJAEIHXiQwaCow9n4AUkvIc78SzBiJ7otj5yvBzv5t1hVAw38Z+hpkGVh3L7DlSf37dThTOX9djfJ/VWXKPwHlGp/oC7xwmfJP9ZqtBjbq66x+lmje43PygaLz+JlBnqQGO1o+Sak+0sqQJMyf0Ft4jv8670xce26h6V4bauky4M37dl5OFkqKO/KzI1J21aCA8nkzqwK47m/KP9m7lJIIK5YoOXE3ssTjrDORcJAAAO99cQj//dYePPOPypDVRs+WVWLh2j2QDcctb6lA0tIuhzAGTzKA5zbtxbSRRbrXcLY5QnU1wPr5CCx+ses3pL0vfr1LCaFkP5QhqaEri1oBlJMPTFgMvDFT87xFB5d19wM5BUDBcKBygyYgUoe8crCqav188ay402VuTu7x/CymFGS1/AuA6bHRPU7D/Dd26+7VPgDTRhUKz+20Ginc+7YXdpKz4uVrixsn1aBcQUFJisESJR/uRuYd/PCjNFfUqa1lE9cl7wV3CLJqvvrsPyqxYO0e03G9OrfD0k1VpnP6pGATWDd9OFKtYXtcue03pD724gTN62QAUnBAYawAUkOc/duVP7fvBjw3Rt+0Sz3Pq9OgC5J0/4Ry/nXzoexFJbhmN8vc7O7x/CymFGYV7Igec9ODyG3PItlBNyc1sKmoqcOitXsSvpOciFd2uQtIVCjO5W6UwhgsUXLhbmSJxdlpIp28nCzMOL8YT1tsM61lDH1q6xqxUBMqaY/bsfeocDhx46gzPdmHI6VnosPpNyTcTU4Gxj0OnNZDXAGUkw/kTAr+eeyDyvI3oVCDTbWKyaJCKtKBDT+LKQ2IAnnRY26ri5wc7ySIqa1rxB83VwX662nZ7SQX7/u1l3a5A5D4UJwV/5SiGCxRcuFuZImT6A9iIo+686JeqDxUj7WfHgw8Nr5fZ7z16UHb0KfqcL0wHvBJwNDCXFNoZFxe4ZXdejw3Ex1t4QQxojAKANbMBiY8pfQXCmVky9I4UfWRIzICWxVaVUiFO7DhZzGRjtuqULvjnQQxK3dUY86qCtuIuVmW8fdPanFJ/zzd64z369E9Totp0OSlXe48E4qz4p9SEIMlSi7cjSwxvPJBTORRz1w7GB/vP4oP9h7FkMJcDCjIxcod1bahj6jiCADuGdcLAwpyHYVGie6f5LmZ6FhxG8SoYZSubxKUf3/zdvt7p7YydOTtymPr7hMcKLUERzahkywBVy4HCoZZVEiFef/mZzFRzIQKYtT7buhFcsBv/v45HlnzOe4Z1wtdcn5kul/PWV0ByMpdKlYTA16qrmUoThQ7DJYouXBtcmLwg5gopAEFSqCkChX6GCuOfFBCpZtGFzt6vfY8iQpxPDUTHWtug5jiMRAuWZP9wLY/ABc+ZH7OWBmqNuE2UqtGi8cAX7wFrPmVxUX4gbadlOuO5lJmfhYTxUyoIEa0sYMdvwwsWGNedg3o27jFamLAK9W1ABiKE8UQgyVKPlybHH/8ICYKS6jQx0n45OWAxlMz0V5zxKbvVvnTwPCbg4HP/m1AwxFg7V36ylCrZXClfwT6tvRjOu3H1u8j+ZT7tC6wkpT+TSNnhvuTKfhZTBQToiDm7nE9UXW4Hv/6/t/CjR2iJVYTA4murg1gKE4UMwyWKDlxbXJ88YOYKGa8Hh7Z8dRMtNdY9VkCAPiVQKZyg2C5nOE4URPugmHBP7duaz5GVXKr8k/dUma5pSm4HFxqFy5+FhPFxOgep2H+5b1x6Pt/o1lGYLc3q11IoyWWEwOe+axjKE4UEwyWiMgZfhATpRSrnYHc7hjkmZlorwkE8rebwyUpA2idHSJUUhlCJTXUr6sBtj0DvL/E4hw+pSpKuEMdlGqovlc6v5dzV1CiqLK619o15o5FqKRWnabVxIAxFOf9jShiDJaIyDnOThMBiGy75kS9VstqJ7dwd3jzzEy0lUQNGtRAvuwxYOdyKDu1tYRDJ+rhbpjoA6avA7oOVpa22YVSxqpSdXc4Hb99nzzt31nlBu4KShRFVvdap425RRs/GJ9zUt2UIUlYfUsJGpr86TsxwF2PiaKCwRJRsuGsClFChRu+JPK1Wh/vP4o5qysCOYPasLXTKZnCx5N+h7dEDxoqNwC7nocyxJOAsfcr719XA/HQTwJG3w2ULTI87gdONAR36bQaMl70CNB7YvDzISdf6am07l7D29j0ydP+nUFqebDl/bgrKFFE7HbTFG2IYKSGQQeONuLWFR/q7gTaoCg704dJvy83nc9YoaTddCLtcNdjoqjxJfoCiMiFXS8CT/QFXrhM+eeuFxN9RURpxWpAUFvX6NnXaq3cUY2JS8pNxSvNsozpL+wUPr73cIOr9/AUq0FDXU3s3q+qLHh+4/tDBtY/oDyekw9MeArB4EajTVslBNNSgyCrpW3qMb0nKv+uvY6RM4GfPYjA1z67PnmiazaGWOquoETkmt1umuqGCFa0YdAl/btgYWk/ZEjKC3wScMOoQpx+6o9QUtwRAwpyseCK4PMZkoRFpf2wZc4FeOkX52L1LSVo26YV3vy4xvVnScqw2/WYiFyJuGJp69atuP7663HppZfiscce0z135MgRLFmyBO+++y4OHz6MLl26oLS0FNOmTUOrVua3/uCDD7BkyRLs3r0bJ06cQL9+/TBjxgwMGzbMdCxR2uGsClHC2Q0IQlX1JOq1KqdLLLSSfoc3u0FDtO+bosqo3EL79x80FTi9D7DsAu0BSvh09mXA7r8GH+5/lWZpm6ApuORTwiKrZWsjb1d6KoXqk2cXXAXei7uCEoXLbjdNdUMEbfWoBGDOuF7o37W9abma2uNu+ZYqLC2rwtJNVXhuc1WgotWqB17Zl4d0fZwkAAtLzVWwtXWN2LnvKGRZxpDCDsldvSqSrLsec/UCeVBEwdIPP/yAefPmQTat2wfq6upw7bXX4quvvsKFF16Ibt26YcuWLXjsscdQUVGBp556Snf8u+++i1tvvRWnnnoqLrvsMjQ3N+Nvf/sbrrvuOixevBhjx46N5FKJkl88B0hEJGQ3IPDqa1VWSyyE7XegzH47beQard5PURevQYNV8D99Hcy7ukn69z9Rbz6f3KwPlQDgk5eAC35t3qUTPmDErUql0nf7gFXTrScgnPTJE+5mJ7X8h+LnrqBEEQq1m6YaBu3adxSyDAwuzA15X122qSpwlzEuYzb2wBNNMsgA5q6q0C19NjYRtwqfkloy7nqc6OXdRBYiCpYefvhh1NSIy8mffvppVFZW4v7778eUKVMAAHfccQdmzZqFt99+G++88w4uvPBCAMDx48dx77334pRTTsHq1auRl5cHAJg2bRr+4z/+A/Pnz8fIkSORleWhL6tE8ZassypEKSTUgMCLr1WJwikfgEWl/XDXqxWm45dOHYzeXXJQXnnYNjAKt/eTNowCEJtgKl6Dhv3bxMH/d9XmY40hnlWQY1p+JgP7twM5k5SgqHSZclzBMKVK6bmx4kojtxMQVn9n3BWUKGpC7aaZl5OFS/o7uxe6rWi1mmTwA4HXOA2fUkIy7XrM1QvkYWEHSxs3bsTq1atxwQUXYOPGjbrnmpqa8Je//AV5eXmYPHly4PGMjAzcc889eOedd/Dyyy8HgqW3334bhw4dws033xwIlQCgW7du+M///E8sXrwY69evx2WXXRbu5RIlv2SbVWGZLqWoUAMCL74WsA6n8nPFVU/bqo7gFy/utA2M7JrQ2l3fs2WVWLh2D2RZ3xo6kqbklmI9aAjs0GYgZUDYnwiyPugxVSBB8BrD+2lnq8fOB9bPt++75HYCwurvjPdyoqiJdDdNNZxvm5nhqqJVNMkAKBMN2Zk+lFcexpH6ppDhU0pJll2PuXqBPCysYOnIkSO49957MWTIEEydOtUULO3evRuNjY246KKL4PPpm0927doV3bp1w44dO9Dc3IyMjAx88MEHAICSkhLTe5177rlYvHgxtm7dymCJKFlmVVimSykukgFBol4LiMOp2rpGcyWTBCwts15aoQqn99Oz/6jEgrV7An/WvjxmO9HFatBgt0Nb/6uAguHOKk0DvZbGiM+lqn4f2PE/wbWLsh9YNx/KcE9ADZ7C+dmTZaBFlIaMlaKTBubj9Q+/Dkwa3D2uJ6oOK8tsRdVQoj5OkwblB3aRkyDes9IHJHffvWTH1QvkYWEFS/Pnz0dDQwMWLFiA2tpa0/OVlZUAgIKCAuHru3Xrhurqahw4cADdu3fHV199FXhcdCyAwDGRWLJkCZ555hlXrxH1jyJKKK9/2WeZLpGnGcMpUSXTDaMKsXRTle51osDIbe+n2rpGLNSESiJum5InlF2j609WKj2RnFaafv0hbEMlANj+rOBBv3WjLNkPrL8fyGrPcJ8oRYgqRV//8Gv8z9RB+PhAHaq/rceitXtsq02NfZwKOmQpO4a2PK/tq6T99wWl/ZLj3pyqkm31AqUV18HSG2+8gbfffhv33XcfunXrJgyWjh07BgBo37698Bzt2rUDAHz//fe6f+bk5JiOPfXUU3XnjITf78eJEyciPg8R2WCZLlHSMVYyAcBzm6tCBkZuez9VHa4PuStdUu1EJ+yP1EK97zmpNH3tl8DHK8K7BskHDLoO2PVCsEpU1izBY7hPlFKsKkWnv7DTdKxaBdrplEx8dbgewwo7YEBBLgB9H6e/ffK18N780MQ+yM3OdNxEPK3FqwVEsqxeoLTjKlj65ptv8Jvf/AbDhw8PNOQWqa9XSi8zMzOFz6uPHz9+HADQ0NBgebzxWCLyOJbpEiUVbRPtkuKOgcfvGdcr0AfJboc4N72frHp7qLPi4TQlT6jA7PHt5nBJe9+zqzQ9sFMcKlkFVkayH9i5HIAEjJgJdBkIvDrNcEwUwn32zSPyhLaZGa6ON4ZOpYPy8fjPz9EdY7VCo31WJi7p38X1NaadeLeA8PrqBUpLvtCHBM2bNw8nT57EI488AkmSLI9r06YNAFhWBzU1NQEA2rZtG/J49djs7CSZvSRKd+pAS2r54sMyXUphtXWNKK88jNq6xri+NlpW7qjGyIUbMWXpNoxcuBErd1QHHl+4Zk9gdZWoiatWXk4WSoo7hgyE1AqnjJbvED4Ac8f1QvncC/DSL87F5jnnJ99W1oOmArM+VUId9WuVm/te9fvix4fdhGBrcydk4P0lQPvuysBGS/JFFu7vehF4oi/wwmXKP3e9GP65iCgi9U3NoQ+ysWpXDT7ef1T32JDCDqa7jQSlSolCsGoBUSfeOZ0oVTmuWHrppZewefNmPPjgg+jatavtseqSNnWJm5G6rO2UU07RHX/s2DFTgKSeQ10+R0QJ5HTGmmW6lAaMzVPd7GYWyWsBfZVRuNU9Vju69ercDnNWVZiWRcxdHZ1tpq0qnJKmSkkkJx+48CFg+M3u73vdzBuXAAAavkXInktGcjNwoqGlimqmpsm3DFRuCG8GnX3zyGMOJjCM9wKryk8RUQNuAPhg79HAkjhAuf8uLO2Huasq4IcSkXuin1IyVEqyBQQRABfB0po1awAA9913H+677z7T82+++SbefPNNTJo0CT//+c8BANXV1cJzVVdXIzs7G126KKWVxcXF2LlzJ6qrq3HGGWeYjlWPIaIoCPdD2m2ZL8t0KYXV1jXqwhe/DMxxGLxYBTqi14oCpEhDKZVVn44de48KByJ+OXrbTEe6u51nhXPf6zoYGDBFvxyu90Sg4i/u319dftfhTMNoUg4/DOKgiTxk5Y5q3PPyjsCfX925H9eN7pXAK4o/Y287K/81ugjDizoIey8NEVQiuVnWHBfJssMwW0AQAXARLE2aNAnDhg0zPV5TU4PXXnsNPXr0wIUXXoizzz4bffr0Qdu2bbF9+3b4/X74fMGS7AMHDqC6uhojRoxARoayVGbo0KF45ZVXsHXrVgwdOlR3/vffV0rEBw8eHNYPqOXz+dC6dWtXr5FlGSdPnoz4vYk8IdwPac5YE+ns3GcOX2QZ2LXvaKAZqhWrQMcY2ogCpNE9TnMcSoVitaPb0MJc8TbTUhptMx2tWXKn55n0DDD0RmD/VqDgXOC7fcDu1y0OtqhBkHzB5XdVZeZjwg2DOGgijzCG8gAw/6+7ceGA7okPQaCfCAAQcVWpHW0I9MmB7/DoW1+gWZYhAbh6eAFuu+DHgfcd368z1lQcDLy2dFC+rlpJyzOhfzJ97+RObUQAXARLV1xxhfDxbdu24bXXXkPPnj1x2223BR6/9NJLsXLlSrz44ou4/vrrAQDNzc1YtGgRAOCaa64JHDtmzBjk5ubiT3/6EyZOnIiCggIASrXSn/70J3Tq1AkXXXSR6x/OaMaMGZgxY4ar13z22WeWPztRUonkQ5oz1kQ6Vo1ObSaPA6wCHW1oY1XV9OTV5zgKpZyw2tFtQEEuFpb201VkSS3BlicGHLEWrVlyN+epqwFO1CuVSp+uAtbdKz5O8gElM4Dyxebnxj0G5BYq54pmGMRBE3mE01A+EbQTAWqvIhmRVZWGooZAJcUdMeGcLsJKo5U7qvHWp8FQacZPi3HXxfYVXqJKWaePRU2yfe9kCwgid7vCuTFr1ixs3rwZCxYswNatW3HWWWehvLwcn332GcaNG4cxY8YEjm3bti3uu+8+zJ49G6Wlpbj00kshyzL+/ve/44cffsDixYsDDb6JKEyRfEhzxppIR210qh3jOG10ahXoaL+YWw2g0FK9ZBdKuWG19EF9fOfeo5AkYFD3NNlmOlqz5G7Oow2gLEnA4GnA6DuVP76/xHC8BKz5Vcu/toRY0QyDOGgiDwiE8prHIrn/RYtxIkB7646kqtQNUaWRqMLrD//4CteWmCu8Pt5/FNv3HkFdwwn8/r1KXaUsgGBoJgFzxvVC+6zWUVmSbSlpv3e67ItHlEJiFix16NABL7/8Mp588km89957KC8vR9euXXHXXXdh6tSppl3lxo8fj5ycHDzzzDN47bXX0Lp1a5x99tmYMWOGcAkeEbkUyYe03Yx1MjRWJIqySBudhuplYVXVNLgwN2QoFYpxltlq6UNeThYuHRDZQCimM9qxEK1ZcqfnMQZQlmRg1/NA/kAl5NHej40RpxpizapQ/s9NGGR3P2ffPEowNZSf8/IHgcfmX9474fcW0USAVqKqqpxWeM1+5SOs2mXewcwvA3NXVQCazyJZBhas2WM6LurhWbJVSiZLPyiiGIo4WBo+fDi++OIL4XOnn346Hn74YcfnGjlyJEaOHBnpJRGRSKQf0qIZa36QUhqLtNGp1QyzGsQYA6S7x/VE1eF6jO5xGjbPOT+s941W42+vvVfURGuWXHgen/k8ogDKirbqSb0f798OvHq94NiWEKvoPOf3eN7PKQlcNbQbhuRn46zfKn++cnBBYi8IoXdpS1RVlZNl1x/vPyoMlVR+wFERTkzCs2SplAxVocoJWEoTMatYIiIPivRDWjtjHY0lI/ywpSQXzUanoiBGDZA+OfAdFq3dE3ZIU1vXiA/2Hola42+796k6XI+2mRkxf6+YcBPAh6ruuexJ4M2ZwcZbsgxUbtCHNR2KYb0huIC26iknHzjSUXycKMSyk0yNcintdfbYPSRQSbW6wtRnT1RVGq9KTifLrrfvPWJ7Dh+Uu1OoO1TMwrNkqJS0q1Ct3MDAntIGgyWidBOtD+lIl4xwdpwowKpZ9+Y556OwUzauWbY17JBGG1gZRXOW2di81vh2UZ/RjlUw7SSAd3L/Kh5j+EuQXYY1gr9FSdIHRqLKKAAY+0Bslu4RkdDoHqeZfl19AFbfUqLbgS3elZyhKmuHFXawfK0aRH3XeMK0/E2Ccjvyy4kNz2LOyeeMVaVr62wG9pRWGCwRkZ7TwVokS0Y4O06kY9cLQ4Yc9k5IouatWtGaZbZrXhvN91IHK70P/hXt199pG+xENLCxC+Cd3r+OVML0N2EMa0THAMBFjwAF5wLLxuifNx5qrLCCBAy+Huhb6uznVCVto1wib6g6XG/69fQDaGgK/k7V1jXqdtv0y8Cc1RUJaeytGlCQi9JB+brlcOP6dsbUkkJ9ECVDqZpFMEiyCqySchm0iNMJUKtK1xP1DOwprTBYIqIgN1VEkfRs4uw4kU6oXhjh7gRn11Q2nMbfbt/HZzOj7ZY6WDld/hZb2swGJDXFMgc7MR3YOL1/hQpr6mqA+sPiXkzt8oDv9sGcJMnm91ErrMoeA3b+Edi5HNj1grsq0GRrlEvkMU76Ge3cd9T8Gy0Du/YdxSX9E1fV8/jPz8HUku74YO9RDCnM1VVYqW76STEmnNNFFyTV1jXi8A//xrf1xzG4OwKPGatv566uQHZmBoYUdkie6iW3E6CiSte6Ggb2lFYYLBGRIpwqonB7NnF2nEgnVC+McHeCEw12fAAWTxmIQd1zo/Yl32pQtfqWEjQ0+cNqbq6lHawU+Q4iQ7KuBLJaVhi1qgCn9y+rsAYA3vk18P6SlnNIypoSWQ7+89VpaFlsAl24ZHWf/PRVJVRShVMFmiyNcok8yEk/I9nYgCnweLyu0tqAAnGgpKWtfFq5o1pXfSUBmDO+l7CJuV8GbnvpI1PI7+nlcuFMgBorXbmjMqUZBktEpAi3iiicnk2cHScyseuFEe4OdFaDnUv6d4nqtVu9T6iBiohxsFFb14iXtlcHBitV/s5oliV9uKQJXJxusR02N/cvY1hTuQH4XR/oK5FkQPYB4x8H1szWPCdDFy5ZDUoAYN395vcOpwo0GRrlEnlUqPv0kMIOps5pEoDBhe7vk4lkXNIHKD+TsQ+TkTbkL/vykLeXy0VrApQ7KlMaYbBERIp4VxFxdpzIxK4XRrg70IUbSjmhDYGcvE+oGWrjErZJA/OxeleNbgBzEB0x9+SNeKTVc2gl+U3BjpMlKRFzc/9Swxq1KlTYgcoPNP9b8Jzmz70uU97XOCgpmSE+p9ud4YgoYqHu4QtL+2Huqgr4oVSPLijt571qnRBE/aScapZl7Np31Pu7hkZzAjTaOyoTeRSDJaJ0JCrBTUQVEWfHieIi3FBKJQqErPoYWb3Ps2WVWLh2D2SLGWpRY1ttQ1mtV/3nY9SYn2NCwXFTsONkSUpUOLl/ae+1oqpQlZShNOsW7fCm+vx14Iu3gDdmIhAkyX6gfLH4eNmvVEhxJpzIM2IZ9MdLUae2wp0/jWZecBYWb/w/3XEZkgS/HP6GFHEViwlQ9hilFMZgiSjd2JXgsoqIiKAPkoxLFqaPKsKl/fNczTg/+49KLFgbXCYhOl7U2NbKU5MH4tIB1sv5Yj54c9Ifw3ivHTtfHBxJPiXE7zrYsMObwGevI/RwToMz4USeE2nQHw921aVq5ZVxOZxWhiTh6uHdkJ+bZQr5hxR2iH1VabREewLUbnUA+y5RkmOwRJQKnH4YOSnBZRURUVrTViJJLY9pq4iWbqrC0k1VptdZzTjX1jVi4Vpz7w31eEBZWnG0ocnR9fngrCdJzAZvTvpjiO616x8Axj4ArJ/fEhz5gBG3AsNvDt5z1XD/i7eANb8yv3fb091dayJmwjk4IoqJeDW7drKrphre79x7FJIEHDjaiEff+sJUJTq6x2l4YvIA+CRJt2FEXKpKvchqdUDlBvZdoqTHYIko2blpAsgSXCKyYdxRzU0fDasZZ6t+HD4J+OTAd7hm2VZdiGWkXXIhIcE9SZz2x7C613YZCMyqUO65rbOBE/Xm98jJB4ZNB2o+AD5eEXy863Dg/afcXW+8d9tkU1oiV0KFRerz5f93GEveq7RcShzN63FajZqXk4VLBwQfm3BOF12VqF1AlQpLAsNmXB0AAE/0Zd8lSnoMloiSmdsmgPFu0E1ESUW0o5oddTmD3YyzqJk2ANzy02IsemuPLsTSVkipjW1H9zgNu/YdhSwrlUoJHYA4Deft7rU5+c5mpyc9Awy9Edi/VTnfy1cjdNSn+RuM926bbEpL5IpV8KKGSRU1dVi0do/p3hnLZteR7KqprRJ1ElB5YklgoiostasDqso46UspgcESUTJzW4HktkE3lzQQpRVRCCQBkATBkE8Clk4djOzM1rYzzsZm2j4A94zrhX5dc/D0u5W6Y2UAT189EB1PaaM75yX9PTKb7TSct7vXCgOY24HMU4CC4fp7bdfByv+JBh5CEnDjeuBEQ/z75LEilsgxq+Dlu4YTusDdirq7Wm7b6C6Ni9aumpEEVHHjlQpLTvpSimCwRJTMwvkwctqg2ysfuEQUN1Y7qo3ucRqWb6nCsrIqqHcbvwz84sWdWHBFP5QUd7Q9r2jZQ21do3AAk/CqJDtuwnmre+3+bYIAxg+8Os36Xiu61wv5lVCp6Lwwf0CEP6HAwRGRY1bBy8K1exwvQZ6x4kMASsh/z7he6Jef4ypkEi3Di9aumtEKqGLGSxWWidiVmSgGGCwRJbNwP4xCNej20gcuEcWVVe+LeeN745J+eZi4pFzXzNvpkgzjsodoDWDiQhu2uNk903iv3fUi8MZM6+Ot7rU5+Urj73X32l9npEFOJBMKHBwROSasDpUA2U1juxZ+GViwRtkgwar/kjFEMi7Dmz6qCDeMKkJeTlZU+h95/v7utQpL7spMKYDBElGyi8WHkdc+cIkorqx6X9Q3NZtm0yNZ3pAUDVytwhan90I1lGrdVjlPqHoEq3ttl3PsXydJwNj5ynsB7u/V0ZhQ4OCIyBFj8AKEFyoZGcP+2rpG/HFzFZ7bXBUIke65uJduuZ262+eyTVW48bxgwKTtlxTObnSevr97scLSbtKXrSkoCTBYIkoFoSqQ3PLiBy4RxZ1xQOFkeYObQUi8ts8OW6iwxfhl3/hnbSil29/OhtW9NtRyOFkG1t2nvEc4y5ejNaEQ7c8johR11dBu6NW5na4KVCtDknD3xT3Rv2t7NDSdwI0v7HS0TE4N+8u+PIQ5qyp0r/HLUBqCC14nIxgwLSxVqp7sdnZzwhMNukWSqcKSrSkoSTBYIiKzZPrAJaKYsBpQ2C1vcDMIcXpsbV0jdu47ClmWMaSwQ3wHKXZhi3Fnt/6TgU9eDv557Hxg/XzN6x2GSsZ7rTas0t6XhdQt9vzAmzPdVRtxQoEo7kRVoABw7yVnY3z/PN39bmFp8N4rAYDF0rkMSUJ2pg9zV1cIz+2H/bI7GUrVU6/O7ULu7JbUkqHCkq0pKIkwWCJKRdEomU2GD1wiigm7raKtljeIXjN3dQWyMzMCgZBaodQ2M0N4rHHAsnJHtW7GXQICM+lxYRW2tM42f9n/eEXwGNkPrJsPiOoChFVHPuDKPwLtuwEn6pV7uLHiSZ2pnlUB7N+uNPu2C6tkWTkuZ5Kzn5UTCkRxZ1UFagyVAPPSMgDYe7gBnxz4Do++9YUu7K9varbcWS5DknD3uJ5K5ZLFMc2yjB17j3p/Z7dIeb3Ckq0pKIkwWCJKNdEsmfX6By4RxUSoraJFyxtEr/HLwG0vfQSfBEwamI/XPqyBXxYvCvPLwPItVZg3vjeAYFClPU4GMHeVOYCKGauw5US9sx3ajGUBUgYwfR2w+3Wg/OmWY1rO2XQMeG5sy71bAkbNBjb/1jxTPasC6DsJqNsfupm3lpMJB04oEMWV2ybXok0QSoo7YsI5XULuugko1aF3j+uJfvk5eO2WEfh7RS2WllWZ7scZkoShhbm2S589v5Q5FbCSlJIIgyWiVMKSWSKKgnC2iha9RuWXgVW7agJ/tqqzWVZWhWkjlcaxoqAKUGqA4jpjLgpb6mrs+x0Bypf/wHK45uDyuK6Dlf8bfnPwnADwRF/NvVsGNj1mPqd2pjpUM28AKBim/NPNhAMnFIjiKlq7sBmbbd8zrhceXatUMvkA3Di6CB3btglUKqmBv5Eabg0oyLUMvSLtvUQOsZKUkgiDJaJUwpJZIoqCcLaKFu1y5JY2NLIKqnyAbcAVE8awRfRlv/9VwCcr9V/+B00FIAPr7lfuzevvB+r/BQz/pf6cVWUOKqCghEKtW372DsUh9ieXlH9wwoHI86LV5NoY+NxzcS/079o+cM8cuXCjbgmyNvAHlLvGHRf+GNmZGaitaxSGXlbLnnt1bocBBbkR/wxkwEpSShIMlohSCUtmiShKwplFV1+za99R3LriQ9t21T4olUvaY7RVUWpQNWd1RSA7kQAsKO3njWUXoi/7F/zaXNm0fj50TbXLFyvL4CY81fL6SqB12xAhEYKvf25ssOJo7IM2y+Fk5VrqD3HCgSgNiAKfR9/6ApvnnI+8nCyUVx627KmkkgE89vaXAJT77Y3nFeGGUUUoKe4YOMZq2fPEJeW6HnhcKhdFrCSlJMBgiSiVsGSWiKIonFn0vJwsXNI/Cz8cP6mreJo4sAte//BrXQUUANuqKG1QJcvA4MJcbw1QRJVM2j+LqkgBALKya5vc8u+SBJx1IfDPt0O/p7biaORM5fXr7jMfJ2UAX+9SqqVEz3HCgSilhOqNZ7dcWUQGsHRTFZZtqtIFRkWd2gr75Km7yY3ucRrKvjzEpXJEaYbBElGqYcksEXmAtuIpO9OH+qZmTC3pjoYmv64CKlRVlBpUJSVRFalKW50ky0qo9OMLgX+uh3A3Od1rm4M7vvW9siU8MgzzRt2hr5ZSST5OOBCloFC98fJysjBpYL5w+Ztd1qQNjEIF+82yjF37jlruKuqpiYFIRWMHZqIUwmCJKBW5KZnlByMRxYC6DKKipk7XLHbBFf10yyqi1VvEkwJVpLdbVC4Z/HMdMP4x4N91wMYH7Y999XplJ7ncQgiHhVkdxO9Z+kdlVzkiSimheuPV1jXitQ9rTK9zUsCkrXyqOlxv+ZoMSYJflm0rp1JCNHdgJkoRDJaI0hk/GIkoBrQNZLVSdubajlpFuu0PSm8l+G12lJOBNbMRaLwdypu3A9PXC3rr+YBWbcQ999Sd4ogo5dj1xrPaadMJnwQc/uHf+Hj/UXz7w3HxxgoS8MgVfTGksIPrXUWTCjdEIBJisESUrvjBSEQxYGwga5RyM9dWjNWgFz4EDL85uEz5gz8Cmx6zeLHTJih+4ESDobdeSxNwNaBS/8yee0RpwaoKtKhTW0d7BBhJUF5z20sf6R4L3FoAXD28ALdd8OPA+7rdVTSpcAdmIiEGS0Tpih+MRBQDoWbFU2rm2opVNai6THnLU8DmxyN/H8mn7PpWPAaYVaH0XXr1es0BspJRXfm8UqnEeztR2srLycKNo4qwdFOV49dY9V+SEXxCBvDy9v0Y0LV9oEH3VUO7oVfndtix9yiGFuZiQEFuhFfvIdyBmUjIl+gLIKIEUT8YtfjBSEQRUhvIiqTczLWIVTXogZ1AVRmw4SFg3b3uywZGzIR+iVxLucCr04An+gLbngEavrV+PUMlorR3w6gipwttIUnA1cOd7eSmLnOurWsEoCyHnvT7cvzm759j0u/LsXJHdZhX7EFq7zwpQ/kzq0GJALBiiSh9BZrKzmpZPsEPRiIKNt0u6tTWcQBkfI1xGcTdF/dE/67tLXd+SylW1aDLxsDxEjcjKUNZRjf8ZqUqqeFIy1I3tWTAD5QvjuSqiSgN5OVk4cbznFUtyTLw0rbqkLvGqdQd4fzykdTfFS5ZdmDmBj0URwyWiNJZsnwwElFcaJtuqzu4qUsbrAIn42umjyrCDaOKsHnO+cIGspEKJ/gKS7hfyEXLJADYD80k4MrlQPtuwO7XgfKnNE9J+tA/Z5JS+eQ4pJLYsJuIAm4YVYRlm6oc3UFkKHWSombdIjNWfCh8PCV767nZgTkRuEEPxRmXwhGlu5x8oOg8b384ElHMGZtua5c2rNxRjZELN2LK0m0YuXBjYFmD6DVLN1VhxIKNKPvyEEqKO0Z1IKG9jhELN+LZskrXP2N55eHAcg1Lu15Ulpe9cJnyz10vOn8T4zIJJ372INB3EtCuM/D+0/rnZEmZANASLWXWkYL//NmDvL8TUUBeThYWlvZDhqTcJzIkCaWD8gN/NpIBPDV5IJZMGRj2e6ZFbz0vsVqSXVeT0Mui1MaKJaJkwXJWIoohUdNtdWmD1bIGq0bdMsxLHyKtNDKGWLIMLFizB5CBCed0CXluu2osnWjsmDloKnB6HwfL3yTgZw8AI2cqf9z2jKDSya8sf8uZFHwosJT5dsHxAIb9Ati+VHnv9fcDWe3FM9X8XCFKS1cN7YbRPU7TVZXeeVFP7Np3FLeu+FB318qQJAwuzEVeThZ+OH4ysMzZKZ8E3DCqMOo/A9ngBj2UAAyWiJIBy1mJKMbUptvaoChDkuCXZWHgtPdwg/A1xmPycrKchzo2rEKsBWv3YOHaPZBhfW6raixhz49ofSE/UY+QodL4x4Ce45Q/1tUA5U+LD311GtB0TH/fHzQVyDxFec5IDZUA62BM9LlSPIZBE1EakTX3qLycLFzSXx8eGTdc0AZSnxz4Do++9QWaZRm+lr0EtHc8H4DJwwrw0vb9WLqpCss2V2HOuF64aXRxfH/IePJKWM+d6ygBGCwReV00Zs+JiEIQNd1+5Iq+GFLYQRg4qbPcC67ohzmrKkwRinqMKNSZu7oC2ZkZGFLYIWT1klrp1DYzA5Ik3kxNfcgqMLKqxhL2/IjWF3LLXktAYBPvNbOBtXcBYx9oWdpmFUTJ4vt+wXDBtQreU27WVz0JP1dmBvcQ5wQGUUqzC/tF1UxaeTlZyMvJQklxR0w4p0vguLIvD+k3bRjXE4taQn9AX2V6009SMFzy0iQwN+ihBGCwROR1LGeNLa/MLhF5gNWAQhQ4qc+N7nGa8Fx3j+uJvJwslFceNoU6fhm47aWPdM2+RQGTcfAzrk9nrPn0oO3PIAqMrKqxhD0/ovWFXHSesfcDR6qAncuDx8l+YN29oc8nuu8L32O+svzN+LmhrXoSfq5o/nI4gUEEII6bBcSRkwpONTwKRXuc8fPDqsp00do9mHBOl5T5+wTgzUlgbtBDccZgicjrWM4aO16aXSLyCNGAwm4Gu+pwvbDOpn9+ewDiUEelNvtetqkKC0v1S9hEg5+3P/sGM84vxu/frbSs7REFRlbVWJYDm2h9ITeeBwB+1ye8c4nu+3U1QG4hMH0dcKIheK1Z7QX9lzRVT7bVVOrhnMCg9BZqCa8xdEqWEMpVBadLxs8PUZWpH0i9HeK8Ogns9Z3rKKUwWCLyOpazxoYXZ5eIWnhxgGI1gx2qGsgY6oiImn1bDX5GnXUaenVuh9te+sh0Hp8Ey8Ao1PIOk2h9Ideep6oM9n2XDNRRmei+LwrGi85TnrPqv6QOdIrOM3yu+FpGf5pr4wQGpTGrqp5enduhvqkZFTV1WLR2TyB0mjQwH699WBNRH7l4cVXBGYG8nCzMGddLWf6mkTI7xGkr3jkJTMRgiSgpsJw1+rw6u0RpTzRLru7AZhc0RSuMcnseJ9VAaqgj2nFIZZwxtxv8FHbKNj3nA/DaLSMwoCDX9lrjFtSJltk6qRTSkmXgyueBgmH6+5KTYFzYf0kz0DF+rlRu4AQGUQurYHviknLT/csvA6t21ej+bLk5gAe4ruCMwE2jiwFZWf7mB2L6XnElCvY5CUxpjsESUbLQznqzL1DkOLtEHvTx/qOYs7oisHTALwNzVlcALbvtWM2Eu9l1zS44crv0Q+WkGki745C2EkBlnMUONfgRPWcXKkWd3X3YapmtsQLVKeP5nQTjTqpdtZ8r4U5g8POIUpDVEl6n9YbRWloWK64rOCNw00+KdU2+vfp34phVsD+rQvk/TgJTmmKwRJRs2BcoOrjEkDxm5Y5q4e5q2tVjoplwJ41Yte9hFRyFOo/Va7VhU0lxx5A/pzqgWb6lCsvKquCHcr4bRhVaHisakMRzYGRidx8OVU00aCpweh9g2Ri4Whan5SQY1/Zf+q5aea+C4fbndbv8j59HlKKMwbZVnzgrXlnuZTeREM8KzrhWizoRSSBuF+wXncfvkZS2GCwRJZNY9QVK1xlnLjEkj1BDHSfjFuNMuNNGrKGCo537jlqeB4Dwtd81nMCit/a47iuSl5OFeeN7Y9rIIizfUoWlZVVYuqkKz22uMp3DbkCSkMFKqPuwk2qiE/VwFipJyjI4o1DBuDbwgaReRHTDH/apoxSnDa+zM32Y9PtyYbiUIUmYOLALXv/w65gtLQtnqbObSta0Emkgzop3IiEGS0TJJBZ9gdJ9xpk7ZpAHWG3L7Gvp3ax9yjgT7rQRq10AVfblIcxZVWF6f/U8Vq9duHZP4NrC7SuybFOVu3MkOggPdR92Muhw2mtpwNXKOUU/s1Uwbgx8tP/1WIU/4fydsk8dpQFteG1cfnv3xT3Rv2v7QMXknRf1xK59R+GXZQwp7BC1azAGRPeM64UuOT+CJEkY3D1XeK90U8maVqIRiLPinUiIwRJRMon2LAlnnIk8QRQOqc2o9xw8Zttk1WkjVqsAKjvTJ6yWMu6wZro+wdIQt31FXG977YUgPNR92Omgo2QG8P4S+3Dpk5XA6b2A9fPFP7MoGBcFPlrG8Cfcv1PO2lOaCbX8tuzLQ1GvEBIFRNpd1iQAC0vN7+P63hrmtTmpoorGxhJR2yk1WoE4K96JTBgsESWTaM+ScMaZyBOswqEBBbkYUJAbspeQ0+bZoveob2oWVks9NXkgLh3QxfK1d4/rGdhuW+W2r4irba+9EoRXbtA3vpIk833YbtBhXKY2YibQeyKwfyvw9jz9e8nNwLr7Eag6cvIzh6qGkqRg+OP071RU0cRZe0pDVstvY1UhZFXNqpKhLFM2vo+re2sYnC6zi8bGElFd0hfNQJwV70Q6DJaIkk00Z0k440zkGXbhkJNeQk6OEb1HbV2jcAAyuDA35GvbZ7WOaMtqV9teRxCER222Ww1idMvLJOWebKQOOupqgKoy5X4LmJepvb8EGH6zEi6982vD/VgQEIX6mUPtPKcdpDr5O7WraNJ+HrXOVnpH1dVwsEVpJ1YVQla702n5ZZjex9W9Fe7ukaIQbe7qCmRnZmBIYYeobiwR9cBOFIiPna/cC9XniSgsDJaIvMBtf4tozZJwxpnIU+LRjFp9j9q6RpRXHkZRp7aOByDG6xvd4zQ8MXkAfJKEQRa9PkS0gxjHu7uFGYRHdbZbuMzMbx306EIZCRh0vf1uQqIBz/r73Yf/auCz+3VzFRRk5/2gDuwE3pwZrNASVTTl5CtVXIleokiUQLGqEDIGRCI+CcL3cXpvdXuPFIVofhm47aWPdK+PxsYSMQnstIH417uC91jeu4giwmCJKNES3TOE68SJ0o5oILF5zvmhw50Q53AS2Fi9LuR7hhGER3222024ZVpmJgM7l0PpiiKLXy+6H2e1t/6Z7SYlcvKtq6Cc9IPa9SLwxkz9tQLmiiavLFEkSiC3FUJuaAOiTw58p9s0QWq5h4azc2ZtXSM+2HtEeI/s1bkd6puahRVMdlVU2ntsNDaWiNmSPvXe9OIE3ruIooTBElEieeULOdeJE6UNq7Bl85zzUVLcMaJzhApsIg56XAbhUZ/tdhNuWTbRloPhlOXrNRdt9TNbTUoYw6bLnjRUHclKhZFoOZt6ftGSP5UxSGOvPiIAziuEwqEGRCXFHXHumR2w4fN/4fRT22DM2We4apyt/rmips7UI0/VLMuYuKQcMsSTBqGqqNR7bElxx4g2llD/DmMV2PHeRRRdDJaIEokfakQUZ9EIW8I9R1SCHhdBeExmu52GWx2KlXIC0fIVtXH32PuVc6k9mKyWlBn7NbVuK56UaDxq3kGueIwhH5LFy9m0P4dVKCb5zEFYtHr1uV0STqShDVAARKenWhhivZzZWPFZ39SMfvk5wp/VeOykgfl47cMa235NKvUQq/BfDdF27TuKW1d8qLvFaO+xkWwsoR4bs8COfUaJoorBElEi8UONiOIsGmFLuOeI9U5FRjGb7XYSbuXkA2MfBNbda3GArPT20O76pl0mZ6xgNe4mJ1qiJtpBrnSZ+Fi7CQzhznI+YPp6oOtg888Zaa++RC8Jp6SmDVCklseM1TZWzamj1tg/DkQVnwvW7AFgriwSHbtqV03I9xAtcbMK//NysnBJ/yz8cPyk7T023I0ljO8V9f992GeUKKoYLBElUqw+1DjzS5QSYjHoiUbYEu45YrqswUIsl6eE1LdUCXB2Pg/hsjJTNZNFAASYd5MzstpBDpL7CQyrzyZjqKSKpFefV5aEU1I6aAhQtL8ZarXNdw0nsOitPaa+bqH6xEXj/hvNe7io4lNlrCyyO1bEB2DxlIHompuFSb8vdxX+R+seG4/NK0zi0WeU38kpTTBYIkq0aH+opcrMLz+IKc1FdTczg0gGAupAaXSP00wNv50MohIR9CRkwGKsMBo8zTpgsqIGQHZL09R7/dgHxDvIFQwLbwLD7WdTuL36uCScIrD3W/sApVmWdc2utc2p7fq9ReP+azzHPeN6WS5bc8Kuabb6s6qVRaGO1VID/kv6dwGAsCcNElLxFY3virHsM5oq38mJHGCwROQF0fpQS5WZX34QU5qL+m5mAuEMBOwGW24GYgkbhMSL8V4MWbmv/ezBlh5IzeIKIy1jAGSqOpL0O87V/6slXJpvDpDCncCIx8YOXBJOESjsaB+gWC3t2rH3qOWSLwCO7r92QbqbZWtOhWqara0sElWHThzYBa9/+HXgz3df3BP9u7Y3BfwJrfJ0w+vfFVPlOzmRQwyWiFJJKsz88oOYKPq7mUWBXdgFOBuIpTTtzLnVvbjLQGBWRTDg+eCPwKbHzOca/1ug58X65tq6qiOfYRmdDJQvBiABP3sAyOmmPFYwPHiIV3f/ZJ8TikBnQ4AiAUBLz/wMScLd43qadj/LkCQMLcy17Pfm5P4bKkgPtWxt7uqKsO6P2tDnkwPf4dG3vrCsLBIFRHde1NNRYOT58D8ZviumwndyIhcYLBGlklSY+eUHMZFwGYNPArIzfQm7JrvBlgzZc0FYzIiWXhhnzsfOt74XawOeMfcCh/8P+Pz14HEDpgDDppvfd9BUZde3dffbVDq1NASXW/7di7P4IvHoc0IpyxigANCFJ+2zWpuWdg0oyLVc8vXGR1+b3iNDkpCd6UN55WG0zczAnFUVuuV1cwxBUailaH4ZWL6lCvPG97b8uawqotTQp6S4Iyac0yXkjmtuG2knhWT4rhjud3K2gqAkxWCJyOvcfMCkwsxvKoRjRDac7k5kXPLgl4FJvy+Paq8lN0Lt6BbP3d4SRrT0oniMeeZ8/QPWy9KMrnoBOLAT2L8VKDjXukF2XY1yvlA9mrSVTF6cxbfi1YoqSgqiAEVltbRL9HhtXSMWvbXHdP6L+pxhamqtJcvArn1HcUn/rMD72y1bA4BlZVWYNrJIGPQ4XVqcMkGRW8nwXTGc7+ReX95HZIPBEpGXhfMBk+wzv6kQjhFZsBosWD3eq3M7TFxSbmo8m4glZqF2dIv3bm9xZ7X0onRZ6GVvrbOBE/VKgHSi3jxR0HWwdaCksmrgHYrXZvGJEsAqgDE+brWEbe2nB0O23TfmR9rg6o2Pa/DS9v265/2ArqpTnVxom5khXFrcq3M71Dc1R3WX0KSVLN8V3XwnT4blfUQ2GCwReVUkHzDJPvOb7OEYkYBVjyK73Ynqm5pNg5lELjGza+qaNA1fw2W19AKS/bK3yg2GRt4IbyZaNEMvJEFX1cSlF0SOWS1DDrW7mgRgcGGu6XE1uCrslG0KliQJgapO7eSC4TcYgHLfVycZtJMPTnbiTFnJ8l3R6XfyZFjeR2SDwRKRV6X7B0yyh2NEBlY9iux2Jwq1/CwR7JZepPSyDKulF3XV+lIFSQrOnJt2h2vhdiZaDX7GPtDSQ8kuXJJbdoxr6bFUcov9ubn0gihAVJkpagCu5QOwoLRfyHufKTCSgX99/28A+s0PrDIsY+Xqdw0nsOitPY524kxZqfRdMRmW9xHZYLBE5FX8gCFKKVYhkd3uRKGWn1EciZZejJ2vBD3aoaAsKYERYL98zelEgTb4EdYyiM4tAYOvB3Y+r+wW9/4ScWDEpRdEJlbVlwvW6HsvSQAemtgHY84+I+Q9uepwvek3VwZw+ZJynPfjTrYVUaKKqWZZxsK1ezyxTNrzkqUiM1mW9xFZYLBE5FVe+IBJlg9joiRgFRLZ7U4ERH+JWVovnYiUcemFMDjyBwMju+VrTpeovTETwTDJQaikXsPO54PHiwKjuhrgs9fSuzKWyIKx+rJffo7pGBnAr1//DK0zfCErhex2idv0z8O2r31gQh/c/8ZnIZfnpexOnJFItorMZFneRyTAYInIyxL5AZNsH8ZEScDN7kRa0Vpi5nSnIbJhXHphV1lqnCDQHuNkomD/NoQOkwRVTKIwSxsY6aqgjKdruX5OLBDh4/1HsX3vEZxpEwzNXV0RslIoLycL00cVYemmKlfvnyFJGNv7DGS28oVcnpfoZdKek6wVmam0vI/SCoMlIq9LxAdMsn4YEyUBp7sTRZtV83AunYiAVWUpAFSVKaGMdoKgqV4JawrODb0LnHoOO1IGMH0dsPt1oPxpAH79Ej1R4GXV90k95rIn9A3HObFAHqCttDw1zNFLbV0jPth7BJIkYXD33JD3vdmvfIRVu2oCf/7x6afgn//6wXScX4ajSqEbXAZL2upV0eRD+6zWXCZtJ917lRLFGYMlIjLjhzFRyrFqHs6lExEyVpZWbgCe6GsOZZyENdoqoWMHgZ3Lrd9X8ikBUtfByv8Nv1lf3ZrVXryUuqpMHCpd9AjQe6Ly7+r1A5xYoIQzVlreP644rHPMWVURqO2TACwsNVdsqgFWY9NJXagEQBgqAco1OakUysvJwi/OE4dLajVUhiTh7ot7on/X9qbqVePkQ8rvxBkp9ioliisGS0Rkxg9jopTjxR3mUoZaWWpV7Xl6n9BVoG6bdMt+pSopq70SUGmvoapMOfesCvNSaqv7e++J1sETJxYoQUSVlvP/utv1ObShEqD8ds1dXYFenduhvqkZRZ3aouzLQ7r3ckJqWVLsNNS5YVQRlm2q0l1LhiRh9S0laGjyuw6IUnonzkh5oVcpURphsEREZvwwJko53GEuDqyqPfdvtQ9rDuwE3pwJyC6bdBsDKie98ULd3zmxQB5iVWnp9hyiV/hlYOKScshQolzAeXt8AJgyrAC3jfmx6yBoYal4EweKgUT0KmV/OkpTDJaISGzQVGWWff9W5/1AiEjHazuwcelEjFmFMgXnWoc1u1407PzmkhpQAc5749kNtjixQB5iVWnpRtvMDMvn3O63qLVyxwHcNubHrl/H+3CcxbNXKTe+oTTGYImIxPjhSBQRr+7AxqUTMWQVynQdbN3kO5JQCQgGVJbVUtuBnEnia7UabHHLa/IIUaXlfZf3xvW/tX+dGupX1NRh0do9Mbm2SHrU8T6cgrjxDaU5BktEZMYPR6KIcAe2NGYVyoge/3Q1Ig6VtNVExqooAHh1GtB0zP3EALe8Jo8wVvic2sqP622O14b6scQedaTDjW8ozTFYIiIzfjgSRYQ7sKU5q1AmGmGNlAGMvR/oMkgfXKnVUqYKKNk8McAeIJRA4SwR1lb41NfXW56zbWZG1EMlUSt99qhLQrG+77E/HaU5BktEZMYPR4oSr/UYioSbn4U7sJEjBcPdHX/RI8Hd20SKx0BYAaWdGIj2MmengzWGWYTYLBHWntPBfoqu/Nd5Z2LaqMJAtRQA9kZKRvFo78D+dJTmGCwRkRk/HJNGooIbJ+8bagChnuOMJPhu7nYwxB3YPMaroUZOPvCzh4B194Y+VsqwD5UA5WcUvtYH1B9q2X0uisucnQ7W2LOPEJslwgcN54xmqOQDMG1UoakfEu/jSSae7R3Yn47SGIMlIhIL9eHo1YFaGklUc2ir99WGTQBsBxC6Hhgn/h3za45EuIMh7vzjEV4PNfqWAl+uBfaVWx8j+ZyF+6JqU0D586vTIKznCHeZs9PBGnv2RZ3xXpssVaGxWCK891vzOQEEKkYzJAl3X9wTXXOzMGPFh5bn8QG4Z3wvPLr2C04GpJp4t3dgfzpKUwyWiMia1Yej1wdqaSBRzaGt3ve7hhNY9NaeQNh046giywEEYA6dvCySwRB3/kkwL4UaojB+14uhd4UrHgNMWKz8e1VZ8PWi8xmrTU1BkuB9wl3m7HSwxp59UWVc9gUo/6taTS6Eqi61ej4W1bCxWCJc2FF8ztW3lKChya8L9X84fhJzV1VA/a9R/e1QQ6SrhnbDhAFdOBmQatjegSguGCwRkTteGqilsUQ1h7Z634Vr9wSGrH4ZWLapynIAITqHl7FfUhLzSqghCuOLxyiPhVq889W7wAd/BDb/Nvj6/pOBT14O/rlkBjD8l8rPpK02rT/UUqlkoA6yIlnm7HSwxkFd1BiDfe1/OaLJBbuq1tq6Rize+H94aVu1KZiKVTVsLJYId7Y454CCXNOxxipSwNwviZMBKYjtHYjigsESEbnjlYFamktU2CF6X+OfAcAP4L9GnYnnNlcJBxCi13gV+yUlMS+EGlZhfOky871URPYDmx7T//njFfo/ly8Gyp8GJjylBEtqtWldjfjnn74OONEQWQ8Qp4M1DuqiJlQor60K/WDvEcxZXQFZUNVa9uUh3LOqQvda9flendvFtBo2FkuE3ZyT/ZLSFHsfEcUcgyUicscLAzVKWNghet+7x/XEorV7TCHXtFGFut10tDPCxnN4HfslJSkvhBpWYTwkcT+ksMnm6lGrn7/r4Oi8pdPBGgd1USEK9rUkAJv/7xCuWVYpPKZZlvE/ZZV4vnyf8PXNsowde4/GvBo2FlVBrDSikFKl9xF7nJJHMVgiIne8MFAjAPZhRyx3ixO9b/us1pYhl+j9tec4PUvGWb+N6iXGBAcuSSpWoYbTL/dWYXxdNQLlJKoRM4G2nYD188MLnETVo7EOdZwO1lJlUJdAxlDeSAaw5F2LnQFbLN8iDpUApZJ0aGEul/4SeRV7nJKHMVgiIvc4++wZorAjWv0x1HCqbWYG6puadSGV+r61dY0orzyM0T1Ow+Y557uq6FHPUV9f7/raiFyJdqjh5su9KIwfOx9Yfz/0XXJ8wPCbleNPngDefcj9dVlVjzLUSRlqKP/3T2rxm79/HtVz3zOuFwYU5HLpL5EXsccpeRyDJSIKj7aHh3anIkoot7vFWVU2acMpldSy29sNo4qQl5MVswavRJ4Wzpd7YxgvWh4Hf7DaqGM4S4slVo+mibycLFzSPw+PrPk8ar3q5o7rhZtGFwPg0l8iT2KPU/I4BktEFD6W5HqOm93irIIhYzilkmVg6aYqLNtUhTnjemHRW3ti1uCVyLOsvtzv3w7kTLJ+nbZq6NNXzc9rq43q9odxYTJwep8wXkde4WYJs7osTnSvdkIC8NDEPmiflYnBhbmm9+PS3yhgLxyKJvY4JY9jsERE4WFJric53S3OrrIp1M5DMqA06zY8fpp8GEc+3YC8vgP530AKi2X/rqQg+nIPAK9OA77eCQz/pf1//3U1Sg8lo7Hzg1Wgoue1eowHvlxjfnz/1ug15qa4erasEgvX7oHsogJUrSxavqUKy8qq4Idyv7/74p7o37U9sjN9OHC0EZv/7zBe2q4PK68YlI9rzy2M3Q+U7jjxRtHGHqfkcQyWiCg8LMn1JKe7xdlVNoXaeQgA/FCWxqn9Y3+e8S4WtFqGjHUysJ5folMVlz9C8+X+dsM9UAbKFwPlTwMTnrL+71+4DA5AToH98yopAxh8nThYKjhX/BpWTnjas/+oxIK1ewJ/dlMBmpeThWkji9AvPwc+ScKg7sHqI9GSZtXrH36NOy/qGTg27QPjaOLEG8UKe5yShzFYIqLwsCTXs5z0x7CrbHKyxCJDknD3uJ54dO0XOE0+rIRKUsvB/BKdktz270ppg6YCmacoVUomsv1//5YVT9cDTcfsl7NJPuW9O/cDBkwBPl4RfG7AFHG1EisnPK22rhELNaGSymoJs5Ex7J0+qgiX9s9D9ZEG23u49vwMjKOME2+pLdFBPTdjII/yJfoCiChJqbP2UobyZ5bkeoK6SxsAlBR3tByUqOFRhiQBgKmy6aqh3bBlzgX4r9FFkAyvVY+dMKALnpg8AE/8rF0wVFKpX6IpZdhVuSUNdbOBuprIz1UwXAlqROz++8/JB8Y+IH7ujduB76y3g4fsB3YuB37XB+heAty4EbjoEeWfk54xH29VOWH380fz74hCqjpcD1H245NgWsJsJAp7l26qwuVLynHbSx/ZVp2q57cKjGvrGsP7gSgYHmtx4i017HoReKIv8MJlyj93vZjoKyLyDFYsEVFoVrMzLMn1FLezzqEqm/JysjBvfG9MG1mEvYcbkJ3pQ0OTH4WdslH25SGMXLgRfhnoIh3DljY+SHBfvVZb14jd1YfD/pkpfpz27/KsaFfuWC6Jg/1//3U11oGUsshUXNGkIyvvO+tToGSG9WFuKyfs/o4SPUufoqyWHt8zrlfIaqVQ/fDs3DhK+e/zb5987WjDBy6Vc4G9cFITlzgS2WKwRET2Qg3GWJLrCeEuU3Ky84/xGON7fS13xNwTN2JB5nOQXHyJVoOwk8f/7ehnpMRy2r/Lk8IdEIQKU9RwfdsflN5K8Nv/96+9nwr5gIJhhkGpRcgk+0MvrXGzZNnu76hyA5fTxYjx98oHJVS6aXQxAPtAx0k/PBEJQMdTMgOTA0bGwJhL5cLAibfUwyWORLYYLBGRNc7OJA27ZUrRHviL3uvl5p/iPyZdh8Htjjr6Em0Mp1QH6xpR3LZtVK+XosdJ/664c1JJE86AwGmFU04+cOFDwPCb7QeRxvupiQRMeFJ5rXZQ2jobWDYGMC6YknyhqwLdVE7s3yb+O9q/PXafA6yCAmD9exUq0HHSD09kxvnFWPTWHstQSRsY19Y1Ys7qisBGDanWWy2mlViceEst7C1KZCusYKm+vh7PPvss3nnnHdTU1KB169bo3bs3rr/+eowdO1Z37JEjR7BkyRK8++67OHz4MLp06YLS0lJMmzYNrVqZ3/6DDz7AkiVLsHv3bpw4cQL9+vXDjBkzMGzYsPB+QiIKH2dnkkY8lylZvVeX7sWAwy/mVks49n3bgOIuUbpQigknVW5x4zT8cTsgcBqqG4MRu/ui1W5vo+8BTj9bqVTSvl57vglPAW/MRCBckiTlZ7V6vwM7ger3gW4lziondr3Ycn4DKUN5z1h8DrCpuE6oylBRoFNb14iCDtl47ZYR+HtFLZaVVWkXJCNDkjBxYBe8/uHXaJZlSAAmDytAr7xThfffey85G+P75+muY9bLHwZCJVWsJi3ijZVY5AqXOBLZch0s/fDDD5gyZQq++OIL9OnTB1OmTMGxY8fwzjvvYMaMGfjVr36Fm266CQBQV1eHa6+9Fl999RUuvPBCdOvWDVu2bMFjjz2GiooKPPXUU7pzv/vuu7j11ltx6qmn4rLLLkNzczP+9re/4brrrsPixYtNoRURxRhnZ5JGPJcpReO9rJZwdO+YJP16KPHcVFS6HRA4CdXdBiNW99PB1ynnVJtmi6p31HBo/3blz9oQyhhuvfZL825xk56x/lnVv0dRRdRlTwSblEfzc4DVsCGFqkJ9tqwSC9fugawJRV6bMQI79h5FUadsZGe2DlQ/3XlRTyzfUoWlZVV4aft+vLx9PyTo/xfPkCRTqPTfb+3Btqqjpmtz0ljc67jLJYWFSxyJLLkOlpYtW4YvvvgCkydPxvz58yG17Ch0++23o7S0FE8++SQuvvhidO/eHU8//TQqKytx//33Y8qUKQCAO+64A7NmzcLbb7+Nd955BxdeeCEA4Pjx47j33ntxyimnYPXq1cjLywMATJs2Df/xH/+B+fPnY+TIkcjK4s2eKG44O5NU4rlMKdL30oZT2uF7Z36hJ6fcVlS6GRCECtXDCUas7qcA8M6vgfeXtJxPAgZfD4y+S1DBNEl/TmO4NeoOfagEKH8eeiPQdbD4uqwqqUr/CPRteb9ofw6wGjYkUfjuk4DDP/wb//32Hix5tzLwuF8G5qyuUIrLEAyaSoo7Bo5ZtqkqECTJUPosqecXTQ7U1jViyXvB99Aa3zcv6cOXeC4fpxTDJY5EQlbbklhau3YtJEnC7NmzA6ESAJxxxhm4+uqr0dzcjH/84x9oamrCX/7yF+Tl5WHy5MmB4zIyMnDPPfcAAF5++eXA42+//TYOHTqEyZMnB0IlAOjWrRv+8z//E4cOHcL69evD+iGJKAKDpgKzKoDr/qb8M42XKiSDvJwslBR3jMsX40jf66qh3bB5zvl4ftrQKF8ZpYVwtvTOyQeKzgs9KFBDICkjeF5tmGIXjNgx3k8B4Hd9gPLFmvPJwM7lwO96B7eyVquZ6mqC5xKFW5seF7/v/q3W12T191igaUEQ7c8Bbscekhq+Z7R815YkQJaB2176SBcqqWQ5WIGkBk21dY0AxCGKDOCpyQPx0i/OxeY555uWgFUdrre8tl+MLgr75/IKNbjTSqpdLomIPMZ1sDR16lTMmjULp556qum5zMxMAEoPpt27d6OxsRHDhw+Hz6d/m65du6Jbt27YsWMHmpubASi9lQCgpKTEdN5zzz0XALB1q80XIyKKHaeDMSKX8nKyMPzMjqEPJDIKFf5Eyi5MEQYjPqXRtiMycOygeAma1pu3A1ueBJ7oC7xwmfJPNWyyqjQSKTjX+jmnf4/R/ByI9f92Say2rhHllYdRW9cYCN+XTBkYqEZySpaBXfuUZWxFndrCkKFAkoDBhbmWkwOi4AUAxvfrjAEFuS6uxJuMwV1S7XJJRORBrpfCXXPNNcLHZVnGunXrAAA9e/ZEZaUym1JQUCA8vlu3bqiursaBAwfQvXt3fPXVV4HHRccCCBwTriVLluCZZ55x9RrZ2LGQiIiIvCHW/S6sljwYl7UBSsjz3Fj7XkvapWumLjcCsh9Yd5/+z+qSO9FyPZHeE62XwakS0TeEvUpMrJpJ57atdxUqqbRfYY2vl2Xgg71HMKSwgzBMMfbSkwDc8tNi3HVxrzCuxJs8ucslEVGSCmtXOJEVK1bg448/RkFBAc477zz8+c9/BgC0b99eeHy7du0AAN9//73unzk5OaZj1eqoY8eORXSNfr8fJ06ciOgcRERE5CHx6ndhbJI9aCpweh9g2RgEhu12vZaMS9fCigoQXHJXdB5QMkNZRmdn6I3OzpuIviHsVRJg10zaarMDOxKUiiQA2LnP3IAbUJbV2e2GFovgpbauEVWH61HUqa0nghxP7XJJRJTEXC+FE1mzZg0efvhhtGrVCgsXLkTr1q1RX6+szVaXxxmpjx8/fhwA0NDQYHm88VgiIiKiuNn1ong52ol6mAIiq15LVkvXjEvqQtH2Ihr+S8C0yEl3MPsWJYlQzaQXXNFPuDRNxAdgYWm/QGBytKHJ8lhjPyYR2SYE1S7dC2XljmqMXLgRU5Zuw8iFG7FyR3XI1xARUXKIuGJpxYoVeOihhyBJEhYtWoQhQ4YAANq0aQMAlhVCTU3Kh1zbtm1Nx7du3Vp4bHY2G+oRERFRHNntABdq9zit1m2DHZi1x05fB3xXDUAGGo4Aa2ZbX4vkC/YiqqsB3rgVYVc+kaeIqpK0zaTV6qHlW6qwrKwKogWQPgCLpwzEoO65uiqc9lmtBUcHyTKw4fNvcO25hbrHrZbmqZ4tq8TCtXsgG54XVSXZVWSxYoiIKPmFHSz5/X48+uijWL58Odq0aYPHH38cP/vZzwLPq0va1CVuRuqytlNOOUV3/LFjx0wBknoOdfkcESUh4zISoijz2hILShF2O8AVnafvtWTV0VeKkgAAT+RJREFUhHrLU8D6+8yh0mVPAP/6zNB3yar3kg+Yvl7pl7TrReCN2xxcvKxcJ++5nmfsaSRqJp2Xk4V543tj2sgi7D3cgM3/PIRn3quEH8Hm05f072I695DCDiE7ev369c9Q39SMm0YXAwgdBD37j0osWLsn8Hr1+e8aTmDRW3tMYVSoiiwiT+B3VaKwhRUsNTU1Yfbs2XjnnXfQvn17LFmyJFCppCouVj6YqqvFZa7V1dXIzs5Gly5dAsfv3LkT1dXVOOOMM0zHas9JRElG27BW8tk3t6W48HoI4/b6Qs2sE1kKNZAIVZUUqgn1lif1DbgBKCHROqBdZ2Vpna7vkiR+v8ueUEIltYLKCavqKfIkpz2N1L5AJcUdcW1Jd0fHLyzth7mrKoSVTqoFa/YAMnDTT4ptgyAAulBJ+/zCtXsCAVaoPlHaiiyihEv176oMzSjGXAdLfr8ft99+OzZu3IiuXbti6dKlOPNM85eWPn36oG3btti+fTv8fj98vmAPgQMHDqC6uhojRoxARoay1ezQoUPxyiuvYOvWrRg6dKjuXO+//z4AYPDgELuahODz+UzL7EKRZRknT56M6H2J0prdMhJ+sCWE10MYt9cnmlmfu7oCvTq3i/q22F4P5MglJwMJ4w5wVlVJonqQuhpBqAQAfuBEg0XfJRkoXQ607QS0zlaO0wZWVr2aVGooJfmAsfN5n00ybptJOz1eG1p9cuA7XQCktWjtHkw4p4ttEGTVDBww/xaoYVRJcceQFVlECZPq31VTPTQjT3AdLD377LPYuHEjunTpghUrVpiqi1Rt2rTBpZdeipUrV+LFF1/E9ddfDwBobm7GokWLAADXXHNN4PgxY8YgNzcXf/rTnzBx4kQUFBQAUKqV/vSnP6FTp0646KKL3F6uzowZMzBjxgxXr/nss89wxRVXRPS+REkl2jMadstIUuHDOsl4vc/FwTCuTzSz7peBiUvKsbDUOpRiVVSSi/Re5WYgYVeVZPeFff828XtLvmAlkag6qWCY9c8kqqBSDZgCnN4LWHe/8vz6+4Gs9hxAEAB9pdO5Z3bA5UvKTcf4gZBBkCwfsXwPJ32i9h5uQHamD/VNzaita9T1YWJwTwmRyt9VUz00I89wFSzV1dXhf/7nfwAAZ599Nl555RXhcUOGDEFJSQlmzZqFzZs3Y8GCBdi6dSvOOusslJeX47PPPsO4ceMwZsyYwGvatm2L++67D7Nnz0ZpaSkuvfRSyLKMv//97/jhhx+wePHiQINvIoqRWMxouGluSzHn9T4Xe791f31WW3HLsA6lolEV5aVALlmFPZCMxr3K7UAiJ9/8uPAL++2hv7D/+MLgOR1VQ2lUbtD3agKAPlcAJbcGl9apdSMcQJCFAQW5mDu+l7L8TcMqCNIutRtS2MHyvDeOOhPPba6y7RNV9uUh0/0XQMoF927vbwzWQojlUq5U/q6ayqEZeYqrYKmiogINDcra6g0bNmDDhg3C426++WaUlJSgQ4cOePnll/Hkk0/ivffeQ3l5Obp27Yq77roLU6dOhSTp900dP348cnJy8Mwzz+C1115D69atcfbZZ2PGjBkYNmxYmD8iETkSqxmNcAZOFDNe73NR2NH99alNb7XBj0oUSoUTEnk9kEtG4VaAfXOgEqe/cTskWN+rHA3QojGQEH5h9wNljwF9JwHtu0PYjPvLt4B/vhMMxOx6NGkF+itpz+dTQqUT9UqFFAcQ5NBNo4sBWVn+pm0AbgyCjL9DeTlZlqHUtFGFmDaq0LLvk3Dp8qoKQHPfT4Xg3u39jRWxIcR6KVcqf1dN5dCMPMVVsDRq1Ch88cUXrt7g9NNPx8MPP+z4+JEjR2LkyJGu3oOIosBqRmP/diBnUmTndjNwophysvNQInUO8/quGtoNvTq3w8Ql5bohtyiUCick8nogl2zCrQBbuaMaf31tFVZkWocnjgdoOfn4buxjyFl/JyTZH95AwmpZ2s4/Kv8n+YABVwMfvwwY2yar1U2n91Gacjt5X2F/JT+wbAwCjb+NQRYHEGTjpp8UY8I5XUI2ADe9LkQo5WrpMmDKXpM5uHd7f2NFbIjJgHgt5UrV76qpHJqRp4S1KxwRpSCrAdKr04CmY5HPDImWkVBCON15KFHCvb4BBblYWBo6lAonJPJ6IJdswgn31MHX6XJnNMsSMiRzeOJmgLZyRzXm/q0zTpefRJHvG1x98U8wYZDL6uicfKBkBlC+WPy87Ac+WQncuB7YvxV4e575+WVjgJ89CHQ5J/QSD8v+SrLmn5pd5TiAIAfcNgxXhRNKie6/PkBXsQQkd3Dv9v6W7hWxIScDIljK5Xp5Yap+V03V0Iw8hcESESkCMxq3Gz7AZfboSEHhDiTiJdzrcxJKhRsSeT2QSybhhHvq4OsgOmLuyRvxSKvn0EryQ5YyILWEJ1WVh10vhzyIjjjo74jtaw9j6IBG9/+7Dv8lUP40hLvCAcoA6EQD0Hsi8Pb/ExwnA+vuVf7VaomHtreIbubZImSSZWDETGD4zbxvU0yFs4ud6P4LIGWCe7f3t3SuiHU0GSAI1E/KPjxS3oj7ivTn0oZIdoFVWvazStXQjDyDwRIRBQ2aCmSeolQpabFHByURJwOdcEMirwdyySKccE87+Hql+XyUNffHmb5/4Xe3TMIZXYtNx6iitRzSUk4+MOGpYNhjpFuKZhE+qYzL4wBxb5FZFco9uXU28NxY8Q5x7y9RgiWRWDbBJQrB6v6bKsG92/tbOlfE2t2L1eeLOnXAyZELkLdpLlpJfpyUfZh3cjpeqTiBy/cfxYCCXFOIdM/FvbDorT3CwOqNj7/GwrV7ILOfFVFUMVgiIr2C4WzyR2mBIVFiuQ33jIOvQ1In3DHppzijazfLY6K5HNKWdpnB17uA9Q+Ye1l8utrZudTlcROeUs4p2nVu1qfKPflIJTD2AWD9/c6XisS6CS6RA1ZNwVPlnuz2/pauFbFW9+JPDnyHa5ZtDQRF4/sOxQfHn0Sh7xvs9Z+Bg+gIAPjLzgMAYKp6Wrh2D87AtyjyHUSVvzMOoiOaZRmLN/wTK7bvD7xXOvazIooVBktEpMcmf0QUJ24Hkk4GX7FcDmlLXWZQdB7Q90pzL4uGI8KXqS23TY++OQsoXSbcde7fq2/Bj6rLguHQqDuATb9FyKbdwia4hgopIoqKcJYJplu4IboX3z2up9IUXhMU/a3iINCybFnrT1ur8eet1aZa0P/IeBcLWi1DhiSjWZYw9+SN+Evz+bpQSZVO/ayIYonBEhGZiZr8cekEEXmAk8FXLJdDimj7dQBA1eE2KOo0RH/O7A7C1752ciQuzyjXNyMHlGC/4ShMu7wBaLP3vWAaJfuBzU8oDcDXz7efEBA2wdVUSLFyiYjizHgvFi2Ps2M8tDO+DYRKAJAhyXik1XPY1Nwftehoer1PQlr0syKKNQZLRCSmbfLHpRNElIJcVwgYAvbaukb8cXMVnttcBb+syXog6N3RvrvpdLIMLD95EZafvAivt7kPGZrSJRkSsGY2JEFfJslY4iQ3A10GBnsvWe36Y7erHDdpIKIEMd6LTTsHSsr9MlTe1Bnf4pKMraagvpXkR3ffNzgod4RsOMk943qxWokoCnyJvgAi8jjh0olZyuNOX19V5vx4IiIv2vUi8ERf4IXLgCf6YvuqJzBiwUYs3VQVGADJCA581N4dtXWNygMn6k2nlCSgwHcYp/iOY+HJKTgpK1/LmmUJsiwLQyUhddmbuhTPKhxSlzoLFt8FejIRESWQujwuoyVBz5AkLLiiHxaWBh8T+XnGu9jSZibubf1nU3h0UvZhv9wZc8b1gq/lFBKAGecXo19+TvA+TURhY8USEdkTLp1wuEscK52IKBUIAvZBnzyAM/BkoImsiK53h6BayC9LWNz6KWRISpi06ORkdJS+x40Zfw8MfkJy0gdPW2lVPAbCeX/Jx00aiMgTQu0c+MbHNXhJ0y/JuPxNaqlwkiQlVPr1yRsx84qfAEAgdJIB/P7dSix5t9JydzjtMmdWNRHZY7BERPZESyec7BJnVenEpRZElGwEAXsryY9C3zemZrJaup3mTBsj+CBBDpSOZ0gy5rR+GbIM3ZI4lbHJd7MM3H5iJu695Xqc0bXY+tqNAX/JDPFxJbfy3kxEnmG3c2Bhp2xdsFTkO2ha/iZJQM3we3Ew/2JcnZuP6iMNuP3lj3SxurHCVLs73Mod1YHd5qyCJyIK4lI4IrKnDoakDOXPTneJs6t0IiJKJmrArnFS9mGv/wzdYxKC/Y+EO80Nmqr0Qbrub0Dpc6albj7I5ibeaOm3ZCAByJMO46vj7a2vWxTwly8x/SyADxh+s/V5iIg8JC8nC3PH9wr8ucrfGc2y/j55UvbhyrLT8VzFcUz6fTlue+kj26bgaoUpoFQqqaESIFjaTEQmrFgiotAGTVW2o96/FSg419m21OFWOhEReY2p2igDu/rdh0MfdAJkperoxtFFmDayCADsd5pTN0bY8qTwrYyVSX5I8AmWrvkkYF6rFfh+71lA8WzxdYsCfviBkpnA+0vsd5AjIvKwm0YX4/vGE1jybiUOoiPmnrwRj7R6Dq0kP07KPsw7OR21ckfUVhy0PEdnfIsi30FU+TvjG3REdqYSuot2ptMtbSYiEwZLRBRaOL2SBAMxDl6IKGkNmqos5W3ZdW1YTj42j20Uhki6gYdhJ7nAY+vnC99GQrA3iCxlwFdyC1C+WHysBORs+g0wZLLzXeCkDKU6afjN9jvIERF53MizOmHJu5UAgFeaz0dZc38U+r7BXv8Ztv3vAKXZt9qXqVmWMPfkjbh8CTB3fC+cW9Qh0KdJpVvabMBeTEQMlogolEh6JRkGYhy8EFFSU6uNWoh6gOhYhfLCSqIgSVJ6KH13+XJ0PHNIS3WR1fF+YPfrSjXpiXp9gFW5QT8ykiR9wM97MhElsaJObeGTEKguOoiOtn3vVMZm3xmSjEdaPYey5v5YsGaP6Xjh0uYW7MVEpGCPJSKyF2mvpFDbXxMRpSKrUL6uRtizyShDAjr89TolHLrsSfvj354HLLsAeOEy4Im+SqClvr92GZ0stewKZ3PNVWXKP4mIPC4vJwsLruiHjJbmdj4JGF6UG/J1ombf6oYMRj4Aq28pEYZF7MVEFMRgiYjsiQZA7JVERGTPLpQ3VBLJgLCprAQ5WCFa+pyz95X9SqD0xVpxfyWrSYFdLyqhlDacUjFwIkp6tXWNKK88nNDQw+oaIrm2q4Z2w+Y55+O/RhdBloFtVUdDvsaq2bdxQwYA8ANoaBJXjNr1YiJKNwyWiMheuLvCERGlM6tQvnW2qZJIgg+fnP0r00AHQDCMKhgessop+Bo/sGY2YNxNzmpSwK66yi5wIqKEcBvErNxRjZELN2LK0m0YuXAjVu6ojvEVOr+GaF3bsk1Vum0OfABmjjlLeKza7PukrNxT1Wbfor5Mdr2V1KV4To8nSmXssUTkBaLmrl7CXklEJCBqWMompi1y8oH+k4GPVwQf63+V0gdJUEl0Tt/++C5vAXLenatUKqnUMCiwIcLttv2ZTNTm3XaTAlbVVfu3h99jj4hiwm1PH9FyrbmrK5CdmYEhhR3icp+2WjLWq3M74eOje5zm6rpElUN+AD1Ob6frwaRl1+xbghL92/VWAoJL8eat/hTNsmw+3uvf74miiMESUaKFs+NaIhia1hJRehMNbgCwiak6kGjdFvjkZf1zn6wEht4o2KlNAl6dhvaQAUgIbEck+YCx84P33kFTgcxTgFenObwYGShdDrTtZD8pINw9zqe83mo5Hz8PiOLOKqCxC2KEoYsM3PbSR/BJwPRRRbi0fx7qm5pjNiFgtWRsx96jlkvJ3FyHsYk3oIRCgwtzdcGP0UF0xKA+fbDj028AWYYPwD3jemHCOV2EO36KXDW0G0b3OM18fLJ8vyeKEgZLRIkUyY5rREQJYjUDLsvBBV7hzjwnNe1AIjDnrSE3AycaWiqPZil/lnwt/ZbUYzV/ibIfWH8/kNVeGZCoPY6MIRB8wOVPA3+doX9PyQcUDAv9eRKohpoZ7P0ky0DdfkHgxB57RIli19PH6j4rCl1UfhlYuqkKSzdVAVAmBO4Z1wv98nNQ1Klt4D3dBE6iqtWiTm1Nd0RJAoYW5goDIbdLyewqh7TBzycHvsOjb32BZk2IdNNPilFb12gKhtx8bpl2COX3e0pDDJaIEsmuuSs/eIjIo6xmwI3CmXlOWsaBhDFUAoKhTNF5weXF9YfsK5DUZtw1u4BdL4iXwRX/FDjzp8CEp8zhUOUGZ7PkxWMMlywD6x8Axj4ArJ/fEoKxxx5RIllV5hiDGGO4Y1e1o+WXgQVr9gAIdmiT4bwC1dUyPRk4/dQf2S8lc8GycgjB4KekuKOwGskUDEWK3+8pDTFYIkok4fKDMGaDuYabKC7YP0ghGtz4WlZvaYctadXEVDSQAKx7HKnLi+tqBBVIBrIf2Lnc+vnKjcDv+gA/e8AcDjmdJT9SCWGFVZeBwKwK9tgj8oBQPX1q6xrxx81VWLa5CrIh3Bnd4zTs2ncUM1Z86Oi9tHcDJxWodsv0qg7Xm6J2GcDeww22gZBbTgKiqIdIItH6fp8sOA4hMFgiSqzA8oNZ4c8Gcw03UVy4bZiayqwGNwCiMvOclKwGEtPXKcvfjKGM9ou4aWmci+bcATKwbj6E4ZCTWXK7gRB77FESc7rJQLJMHFgFMSt3VGPOqgpTIDRndUUgEBrUXbhI15FQFah2y/RCVVrFJeyJp2h8v08WHIdQCwZLRIkWyY5rXMNNFBfhNExNdVaDm2jNPCcdq4FE18HmY0VfxNWqoNbZwLIxCG/o5w82/lY5nSVPp4EQpQ3jhMA943rh8LHjeG5zVVJvPGAMYtTPKNFdQ5aBXfuO4pL+WcLKIadCVaDahUchd09LRemwozLHIaTBYInIC8KdDeYabqK4CKdhajoQzTKn3MyzU3U1QG6hdYWS9jjRF/FZFUrvpaoyhBcqtTh7AvD538ILh9JhIEQpTVt1BMA0IaD2D1L5ZWBuS5WPduMBbZVPbV0jPth7BJIkYXD3XE/e30SfUVpq1ixcxgxg6XWDkZ3ZWtfcWgKAlpzaSRAUKjyK5pK3pJHq1Z4ch5AGgyWiZJZua7iJEsRpw1RKU6IKpKLzxMdafRHf+QIw+Drxfd2Nz98Apm+wD7fspPpAiFKWsTrpxlFFtmGLSvSbJsvAhs+/wb5vG7BsU1UgdJIALCz1XjWT3c5vEoDBhbkArMOfMWd3BgBTc2sAroKgUOFR2k48pCqOQ0jDl+gLIKIIqEsXpAzlz1y6QBQT6pfxDEnZJydVy/hr6xpRXnkYtXWNib6U5GFVgVRXIz5e/SJuVLZIacBduUF/X3dLloHvqpVgK5zPgroapWrK6vqJPEi0XHnZpir4JPvX2fn1659hqSZUApSqprmrK1Bb1+ip+6XxM0rlgxKEaT+rrhraDZvnnI+XfnEuNs853xSSqbunaXdSc/NZF85rooL3rvjjOIQ0WLFElOy4dIEoLkb3OA1PTB4AnyRhkMVyiGg3f41nM1k2Jw+T26UAgV5GtwuqkmTl8VmfKkvjdr8OvD0vVldupqu8koCxDwIjZ8bv/YnCJFoK5gfwX6POxHObq9AsR7C81MAvA8u3VGHZpipP3S+11ULZmT40NPktK41SrnKIDaQTh+MQasFgiSgVaLetrirjdp9EUaYNXSQJmDOuF24aXWx5TDQGGvEMeticPALhLAUYNBWo2gRUvGJ+TvYrX9CLzgN6TwTe+bUhgPIB/f6j5bWiwbIEFAxz/3OYKq9kYN29ynuMvN39+YjiyGq58rRRhZg2qhB7DzeY+gdZRU2hdk3zScDSsipdTyav3C9TLjByIlkbSGt3BvXydTrBJdQELoUjSh27XgSe6Au8cJnyz10vsiyYKAo+3n8UczShi9zSAPbZf1QGjhEFM+pyiXBYBT2xWnJh15ycQghnKcCWJ8WhEqCEVGooJTr3hCeB0v8BbtwAZQhscN5sZbDi9r4vqrwCgHXz+RlCnme3XFldmnXTT4oDS8BenzFCuExuyrACy+dUftkcPPF+mUB2VaNeJfrOTpTkWLFElAqEszUzW775yCwLJgrTyh3VmLNKvIXzorV7MOGcLsjLyRIvw2hZLjFvfG/X7xvvXejYnDxCbpYC1NUA6+63eFJS7tXa11ud+0Q9hHUVmx4HNj3m/r7foVgpxzMtGfJzhx9KClaNo2vrGrFz31HIsowhhR1QUtwRAHDPuF6mXeJe3rEfVw0t0DW4DlXBBPB+mVDJ1kA6WSusiEJgxRJRKhDO1mg2zw3VTJaITNSqIasBhR8IzFCrwYzRsrKqsKqMROeL5cAlXZqTh81J9WdOvnXDbO3rj1TCcph64wZxECQ6t1UT8HDv+zn5Sk8lIy8P0CilOWmOfdBwjFqdBADllYfxbFklRizYiFtXfIjbXvoIIxZsxMod1QCAfvk5pvP5ZWDiknIACFQ3PXX1OcL3Vu/RvF8mWLI1kE7GCisiB1ixRJQKnGxPbddMlohMRFVDWtqgJy8nC9NHFWHppirdMWr45HbAYbUldCwHLqG2iU5bTpvCivpl1NUA254B3l8SfP2oO8Tvc96dQNfBoa9H+z5jH2jpg2TB7X1/5EwAsrL8DX7vD9AoZTntMTfm8X8ArX+kO0b7WiMZwNxVFRjd4zRhpaZ6zLzVn2LznPNRUtwRtXWNworO1beUCBtkR2PThVht3BDPDSHiKpkaSCdbhRWRQwyWiFJBYJehWcpAQvLpK5YAfmgRuWQ16ADEM9Q3jCrCMsPW1JFUGSUi6EnLxq92nC5ZEO2mltUeeKMlqFHJfmDT78TvdeZPQ1+PMeQKtcwtnPv+yNuBvlcmxwCNUpKbzQT8srL8Qj2mV+d2lqFS4DVQAv+S4o5YcEU/4fHapcdWQf+AglzTuaOx6UI0N27QBkllXx5K7Z0/k6WBtOk7OwN8Sg0MlohShXG2pnIDP7SIIiAaTNx9cU/079peGPTk5WRhYWl0q4wY9CSY3ZIFbVWScDc1q84sfnMvIycBkCjk2vmCzQskYOz88O77yTJAo5QUbo+5ZlnGjr1HbUMlQAmi1MD/qqHd0KtzO0xcUm47KeAk6I/G7pqRnsMqSFJXVot2sgPgqoopZaue4imZKqyIHGKwRJRKtIMBfmgRRcxt1RCXk6UYJ0sWrHZTs2v3e/YE4PO/hQ7+tcvehO9jN4KWgXX3KZVT3LiBkki4mwlkSBKGFuZaVpoCSsCyoLSf7t48oCDX0aRAqKA/GpsuRHIObaWTMUgS/XU0yzKWb6nCsk1VjquYollNlfYY4FOKYbBElMr4oUUUMbdVQ6wySiFWSxYApRl3h2Kb3dRsfP43YPo64ESDdfBvXPY2dr445Dr7UmD3Xy3eSFaW43G3IUoibnrMZUgSZEC3PE1Uado1NwuyDAwuzBWeJxqTAtHYXTPccxgrnZzcjXwS8D9lwb6AfhmYs7oCvTq3Q31Ts6kiKVQ1VVpVMol66hGlOQZLREREFBfGgYfVQMRTAxTRMuMn+uqbeY99UNBEW2oJnATVTHKzEioVnRd8TDtQAczL3tY/oDTrXj8/GHKNnQ+svz/EDyAD2/4AXPhQeD8/UQI4DXrWzx6NfzVKumPCDYkinRSIxqYL4Z4j1GYTKnWBboYk4aphBVixrVr3vCwDl7fsimesSLKrpkr5/k1aTjd0IEozDJaISIyzMUQUAWM4ZFxCMfKsTtjyf4dNAxFPLrVQqz+tmnnPqoBwN7XiMcD+7cCr02C7mYJxoHLm+eLeTl0GKu+lhlz7t9nvBqoqfxoYfjPv5ZRUnAQ9nXOyUNylbVivjYVoVD6Fcw67zSaMlkwZiEHdc/HB3iOmYEnLWJFkVU2VnemLuLdU0nC6oQNRGmKwRERmnI0hoggYw6F7Lu6FRW/t0Q08Nv3zcOB4qx2dPDdAsWvmbbWbWs4koOmY9WYKdTX63eNkv1IVZST59Ofd9gxQvtjhhfv1DceJKGaiEWqFswRbW+lkFTLJADq0bYO8nCx06xB6iZ6T3fHqm5oj7i2VNJxs6ECUphgsEZEeZ2OIKAKiPhyL1u5BqLoaqx2dPDVACdXM26qvXfEYoHQZAAkoGKYPlXY+D0cdUQZdp7xu14v6IMoJJ7vOEVFS01Y6ZWf6AkvatCQJyM70BcL/UNT+Th/vP4rte49gWGEHbJ5zvq6aqrauMeLeUknDyYYORGmKwRIR6XE2hogiIOrD4Ufo/tY+CchsJXl7gGLVzNvu3misAC2ZAQz/pVKVpA3xQ9n5PNChSOmxZBcqST5g1K+Azb9zfo1ElBLUyqLyysPC52UZmNgSOInuIhKUe7VfDjZEf+ztL7BqV03gmNJB+Xj85+fo3nPBFf10VapO+kJ5qpeeU+F8BrjFVhSUpBgsEZEeZ2OIKAJWfTjuHtdTqVwSjGYkKAOe+/66OzCwkTUDG08NOozNvO2++IsqQMsXtyxhU9voOqXp4WR7mB/Y/FulsXeXQaGvkYhSjl3PJbu7jgxg8eSB6HhKGxR2ysa/vv837lmlr2xatasGU0u6Y0BBrv61sv6fdjzZS88pN58BbrEVBSUxX6IvgIg8oK5G2Tq7riY4GyNlKM9xtpuIXMjLycKkgfr7xUV9z8BNo4uxZc4F+K/RRYEvHz4AU4YXAAgOdmQAkqw0mN0853xvDjZy8pUd3ULdF0UVoAFuQiWVX0ndTAyPqbvIaQc92vs8EaU0tYooQ3i/sOaTgMGFuSgp7oi8nCxs33tEeNwHe48G/l1d/qy9h89b/Slq6xqFrxUtl7Y73pOcfga4YdWKgvdsShKsWCJKd1azI7GajSGilKQua2ibmYHXPtR/EV5TcRDP/qMSN/2kGPPG98a0kUWBHh1Vh+uxYtt+3fF+BBvMJjVRBaglHzD4OmDncutDJB8w9gFlOZzcrLxmxK3KbnGvTtMfKzcDu18Hek/UL7vjLDiRp4S7JCzU69SeS7v2HcWtKz50FGXLMlD25aFAoD+ssIPwuCGFwWol0fJnu954bo8PW7ItKWMrCkpyDJaI0lmoRt38ICNKe1aDF+3jZV8eCsxAWy3wWrR2Dyac0yXQA0R7Lk/3VYpEoB+HqJeS1LLmryXsGXQdsOsF+/MNug4YORPoW6oP/rc8KT7+7XnA2/+v5Q+aXee4IQORJ4S7JMzp6/JysnBJ/yz8cPxkYDc3O2q1kboT54CCXJQOyjf1WNIug7Na/mx1D3d7fFiScUkZW1FQkuNSOKJ0Zjc7IsKlFERpZeWOaoxcuBFTlm7DyIUbsXJHNQDg2bJKjGh5fMSCjZizKriswWrY4gew93CD6XHjkg1P9lWKxKCpwKxPgREzEfjaJWUAE54KPi7LSqVSqMqmnc8rAybtMoy6mpaG3lZkmP5XsbvPE1FchLskLJzXXTW0GzbPOR+/vuTskNelVg+pHv/5OfjrjBG495Kz8dcZI3SNuwH39/CY3/OTdUkZW1FQkmPFElE6czM7koyzP0QUNqvBS/W3DVjyXmXgOKedguxmpLXbZKtbWKeUnHzgwoeA4TcD+7cDkIGC4cpz7z8N53+LsnIf1lYb2fZxssBZcKKEC3dJmN3r1OdFy+OU6qU8PLLmc2FTb5XoXj2gINfUrFvL7T08pvf8ZF5SxlYUlMQYLBGlM6fbpoZaMkdEKcdq8KINldy4e1xP28GDcXlcSjL2OiqZ4T4Ukv3AO/8PuPBh5f7rqI+TdtkdZ8GJvCDcJWFtMzMCO2eqfBKw+f8O4ZpllbbL48q+PCTctS0aO3G6vYfH7J6f7EvK2IqCkhSDJaJ052R2JJlnf4goLKJBj9X21U70z28flevyrFCNYkUBffni8N7rs9eAz15XltMNmmrTxwnBAKv3JOBEg7NZ8GRrekvkUXYNttUlYWrvIyehjtpbyRgO+WVgybuVuj/PXV0R6JWkXot29zYtSQaenjIQg7rnJn/A73TSlIiiisESEYWeHUn22R8ick006Ll7XE8sWrvHFC7den4xlrxbabmgK2WacVtxslQ4nCVrAKzbocvBytFBU4HMU8w7wwHBAOv9Jcp1FZ0X+c9CRCHZNdhWA6fRPU7D5jnnB5aEAUB55WFhEGVcnhyKXwaWb6nCvPG9AYirUAPHIkV24lRxSRlR3DFYIqLQOPtDlJZEfTDaZ7UOhE0+APeM64WbflKMgg7ZgcellixERgo24zYSLhW+3bxU2NGSNQPjehcjbeVowXD78ztZwsxlz0RRYdWjbnSP03S7aGoDJ2MQdc+4XuiXnxMImeyCISvLyqowbWQR8nKyhFWoqpQM/7mkjCiuGCwRkTOc/SFKS8Y+GFZNV42PA0jdZtxawqXCfmDbH5SG3SpTQO9rCY3sgqMQo0jJBxz6Aqg/pARLpvO7XMLMZc9EUWHVo27XvqPCwKlX53aYsyq4TM0vAwvW7AEQDJ9G9zgtZNZspO7Gqd7HF1zRz1T1lPLhPxHFBYMlInKOsz9EBOumq8bH02KgYlWJVP60sguc9p6pDehbZwPv/gao3OjyDVvKwdRm3GtmBx+f8BQwqyJ4/ufGulvCzGXPRFFh1ZjbL8vCwGnDnn9ZRsxq+LR5zvmYM65XIHAyElUjSQCyM32BP2+vOqI7ZvSPO2HRlf3T415NRDHlC30IEREREQnl5CvNsU38SsAjOv7rD4FlF7gPlaQM4MYNwJXPC8oWZOCN25V/LToP6DpYqWCSMoKvDbWEWa2qcvMaIjJRq4MyJAlAsCpoSGEH+CT9sRmShE6nZNqer1mWsfdwA9pntdY9LknA3HG98NIvzsUvf1Jsep0MYOKScjz8993Y8PlBrNpVo3u+7J+HsfvrOpRXHkZtXaP7H5SIqAUrloiIiIgiMfyXSoWStubAqtJny5PAuvvcv4fkU0KeroOVYErID+zfDhzpqFQfhbOEmcueiaLCatmwaCe40T1Ow/1/3W27AUJ2pg9zV1foHpdkYMI5XQAAU5ZWil4KGcDSTVVYuqlK+Pz0F3YCEPd1MhLtcme38x0RpQ8GS0RERESRyMlXlqEZNzgAgKoyJeTJyVeaY6+7P7z3GPcYkFsIbHkKWHev9XGvToOyVE6zo5vbcIjLnomiQrRs2CpwWljaD3NXVUBdiKruB6mGT/VNzaalbmoPJRmyXbc2R0R9ndRd7ADzLnfTRxWhU7s2gZ1CRa8hovTBYImIiIjIqK5GaWathkKhGCt9KjcAT/RV+hWpIU9uIWybdVuRpJZeSk5e23KMujvd6X2UKici8gwngROg3wChtq5R2LdJPdZqx7dwaHexU9/b2HTcWAGlfQ2AQBWT9t8TWdHEyiqi2GKwRERERKS160UllNGGQoOmhn6dWulTVxN8PdAS8swCpq8TN/q2JbVkRSFGjIOnATuX6x+T/cCyMUo1lfH6nQRnbsM1IoqI3QYIat8m4zI60RI7K27CJ7WvU15OlnCXO6vXLN9ShWWbquCXlaorQLl7RaOiKdxwyFhtxcoqouhjsERERESksgqFisc4D1eOVJrDI7kZONGghFTqkjlHQo3mfMCN64F2nYFdLwhCK9l8/U6Cs3DDNSKKGatldKLn/vX9v/E/ZV9hTcXBQLAzfVSRZa8lI201lGiXOxGfBPxPWfD82sONVVBuhRsOiaqtIrkO1xjQU5rgrnBERERJqrauMea7+cTjPTzFKhQS7fBmpUOxEsZoqc28B00FZlUoO7tBEr1awOI4KQOY8KSy1C2wo5vgq532+q2CswM7lX5QdTXWx9TVmM9NRHGVl5OFkuKOwlBEfa7sy0OY9Pty/L0lVAKUjSQ7ndJGeDeRAMw4v9i0i536Hmq1lHFHO60MScLkYfZBj1oF5ZZVOOTkc0lUbRXudbi260VlSfQLlyn/3PVi7N+TKEFYsUREYpxhIfK0aJX22y0tcPMeKdO/Qg2FtOGS1Q5vVio3KKO4wOslpZm3ei/NyQdyJgFNx/QNv0fdAWx6HMIqJfWapAxg7P1ATjfluILhwWMGTVV6Ki0boz+H9vqtgjP1NZIPKJlhHa7x84DI0z7efxRzVlfAuCJOBvDoW19gzvheWLhmT+AOIUnAwpZ7+7XndhdWQwHBiqjlW6qwrKwKfihh0t0X90T/ru1R2CkbH+w9ghXbqi2vTVsF5YZdOBTq80ZUbRXudbgSjepXoiTCYImIzLgEgsjTolXabxccuXmPlOpfoVb+GHd4czoQqKsB3pgJXbAjy8pgwkjb8Lt1NnCiHmj41twrCTJQuhxo2ynYGHzVDeJ7dNfB4h3q1OsXBWfqewDK4+VLIg/XiChiVoH9x/uPYvveIxhW2AEDCnIDj6/cUY05qyosF9A2yzL657dH+dwLsHPvUUgSMKh7rq4yye4zJC8nC/PG98a0kUXCAGpIYYfAbnZGxiooNyIJh0L1pooZu+pXBkuUghgsEZEeZ1iIPC+S2VtVqODI6XskvH9FLBh3eHNz79u/DcJh1f7tSpWSSlsVerRKf981kjKA9t2U4OnYQX1wJfuBN2cGg6sjlcq/z6oQX78pOBOFTH6gZCbw/pLwwjUiikhtXSP+uLkKz22uMgX2s1/5CKt2BZelDi/KxX+WFKIgNwtzV1uHSkAwjMnLycKlA8K/P1sFUHk5WVhY2g9zV1XAD6Xnyj3jegUqmsL9TIg0HLLrTRUz0ah+JUoiDJaISI8zLESeF43S/lDBkdP3iEbI5UnqDm+xoK0K1e2bZOHsS4HnxloHT7IMlP13sHl3qEpTdcnc/q3K4Oflq82Dn+E3K/8XTrhGRGETVR2pgX2nUzJ1oRIAbKs6im1VR0OeVxTGxGIJc6xCnEjPG6oaK+oirX4lSjIMlohIjzMsRJ4XjdL+UMGR0/dIWP8Kt+LVN07b80j3+LDgdeiqkxzs4b37jdDHaZfPhao0NS537j8Z+GSlePDDQRBR3KgVoKLf9mZZxt8+qXV1Ph+ApdcNRnZma1MYE8slzOr7VB2u1/05GudNqgmLSKpfiZIMgyUi0uMMC1FSiMbsbajgyMl7JKx/hRte6hsnqgq1ZdWxJMQxcjOw+3Wg90T9/Vu03PmTlcD0dcCJBg5+iBJIVAGq9dqHX4c8hxr0q/fiMWd3Nh0T6yXMxtDqnnG90C8/x7Yyyqp6Kuk3hohl9SuRhzBYIiIzzrAQJYVIZ2+dBkeh3iMh/SucinffuP3bLB5v6bFk2TxbDYc0S+OEx0F/DHxA78uA3X81H/b2POCdX+uDNKvlzicagKLzHPyARBQrogpQN3wS8NotI9DQ5Le9F8dyCbMotFqwZk/g+kSVUVbVUym1MQRRivMl+gKIyKNy8pVBBkMlopSWl5OFkuKOEQ8monWeqLPrG5cIOfnA2AcET8j6f46YCZQ+Jz7HiNuAOz4DrvsbcON64PM3rd9P9ivB2oGdyp/VYEuLy52JPEGtAM2QpNAHG0gtwcuAgtyQ92I1wNIKdwlzbV0jyisPo7auEYB91ZVfBuaursCbH9cEjreqnvp4/1Hh4+rriMhbWLFEREREqSsefeO0/ZsKhsO8NE0K9lgCgC7nhDihrOzINn2doGrJpzTVVpdXVJWFXlon+4FlY4AJTymVS2MfANbf37I0kMudibxErQDdte8oZqz40PS8BCVE8stKhcDk4QUYWdwJg7rnOg72nS5hDrUMTVRRNLrHabZVV34ZuO2lj+CTgOmjijCgoL2wemrH3qOpuTEEUYpisERERESpK9Z940T9myY8BbxxO6BuuD3hSeXYqjIlfLJcDqchNwPfVQMlM5SQSQ2Bxs5XQiz1Z3NyLuWEyt9B41Fg/fzgjnRj709cvykiEsrLycIl/bPww/GTuh3iJAlY2BLeRLr0ONQSZmNoNH1UEW4YVRQ4TlRpNHd1BV67ZQTuGdcrsPzNil8Glm6qUn4u6KP4DEnC0MLc5NgYgogAMFgiIiKiVBervnFW/ZtmVQB3fBp8v8oNwBN99eHTZU8adoczkoBXrw/++4iZQNtOmkojTRPykOdqITcD6+6Hbtnd+geAvleyYonIg9TwZ+feo5Ak6KqSolG1Y9VDTxQaLd1UhWWbqrCwVOlzJFry5peBy5eUY8rwAtfXYmw6PqAg1/sbQ3hFvHY9JbLBYImIiIgikshde5y8t3JMGxR1GiI+Jtwv5Xb9m9QedXbh0/T1yhI14a5vsv7fy59umdYXNCEvHgOM+29gzZ0W52ohqmxSr5eDESJPysvJwqUD4ntfteqTJCO4e5xdo/EV2/a7ej8ZwOLJA9HxlDa66ilPbwzhFV7a9ZTSGoMlIiIiClsid+1x8t7PllVi4do9kK2OCfGl3Da4ctK/af826zDn6w9hGwTp+M2Hys3Atj8A7z8dXNomSYAsK9fR/yrgk5XBJYBj5wcrnqyul4jSnl1opPY5KinuiAVX9NNVNoUrQ5IwuFDcIyrS3U9TWrx3PSWywV3hiIiIKCxWu/k43bXHuJtQtN/72X9UYsEaJVRSj5m7ugIf7z+qPGD1pbyuBoASXI1cuBFTlm7DyIUbsXJHtf4iWvo3yVKG8nJj/6ZdLwKv3mC+eCkD+OpdYN29Ln5iSbCbmw8oX6wJimRAloArn1cqoiY9o/zzur8p/xw5UwnO1PNIPnO/qboapRdUy98BEaUftbm3cec4QN/n6Kqh3fDaLSPCeg/11FziFgGv7XpKaY0VS0SphuusiShORMslnO7aE0mlU21dI/72yde2711b14iFa83NY/0yMHFJudInpNNeyy/lteggDK5G9zhN97OtbP4pnvz3E+gmfYNq+Qzc3vxTXAUEQytRRdLZlwKbfuvoZw342YNAVnt9E/KSW5RgSf8TKv9Q7//q7nG6n1HW/1PFJRVE1EJdhrZ8SxWWlVXBD3EINKAgF3PHm5t1Sy3/z3ibAZTKhtdmjEBDkz8QUpVXHo7+cupU/04cj11PiRxisESUSjgoIKI4Ei2XcLJrj1W1kTG0EdEGUkba9646XG+5yEztE/LTGT1xhsWX8p37Qm91Hfw5OuJruSMAzc8hmklW7X4TlkvgJB/Qf3JwCRt8wM/mK9VGgL4JORDcMU7r1WlA0zH9/b+uRlmWpwu75OCyCYBLKohIJy8nC/PG98a0kUW2fY5uGl0MyMCitXvgh7IiF7I4VJIALCjthwEFuQBiuJw6Hb4Tx3rXUyIXGCwRpQqusyaiOFOXS7jdtSfcSidjIKWlvjegzHy3zcyw7BGivt9Xx9vjDMGX8pVfNmPOqgrhe2hDM9ufo5NgJjnAH+yFpDX4BmD0nco9+4Jf2+xi1/K6wKDCuCOcrDyWeQpQMFzZlc5q17jAsgmZjb2JSMhJn6ObflKMCed0wa59R3Hrig910bkPwIMT+6B9Vqaul1Ikkwy20uk7cax2PSVyicESUaqwW2cdzQ+ZVC8rJiJXwtm1J5xKJ6vlbwBw7yVnY3z/PJR9eQgjF26EX27ZQM3mGiQJyvsV67+U16IDnlz4F5zrO4gqf2cchFKJ5JNgCs1sf46cjhahDzSNtO/Th0v5A+2XsFnNwGeeolQpacn+lsfUTiZWFVKaZRNcUkFECH+nz7ycLOS2NVeL+gEUn9YOJcUddY87mWQI61ri9Z04FsL5ni36vCCKMwZLRKkiHuus06GsmIhcc7trj9tKp1DL38b3zwMA3TEhNynSHqD5Ul7/1u+xKXMeMiQZzbKEuSdvxCvN5+OpyQNx6YAu7n6OQVOB0/sA7y8GPntdeVN1qULxGGDdffprsptRt5uBLxhuUx1l8zdhXDahDcJEjb2JKOVFujTNzcRBqGPDvpZk7T3E79mUxLgrHFGqUJdEtOxOFPV11iF2TyIicuOqod2wec75WDJlIJ6YPACje5wmPM5u+ZtPAm4YVQgAqNn3fxgufYbO+NbR+8sAlm+p0j9YV4Pibf8PGZLyZhmSjEdaPYd86QgGF+ba/hwv/eJcbJ5zvn7Qs+tF4LmxwGevKX8eMVPZnW3QVGVG2hj6qI3DRbvlhZqB1+72FpIvuHOccdBi1dibiFJepDt9AsHAPUNSqiXtJg7sjo3oWmL9nTgW+D2bkhwrlohSSSzXWSdzWTERJZRoKUNtXSP+uLkKz22usp2NFi2VUPllYOmmKhwr/yMeaf0cXsr066qMQllWVoVpI4uCA54jlZAM97lWkh8P/cR+iZ+wYquuBnhjJrSNsuXyxfhX7+txRg4sZtR9KP/4c9y5rQpfyx2Dfyc9MoD6w6Fn4C3DIKmlp5M/OMDqO8l8vVaNvRN9j+cSbKK4iGSnTy03S6Stjo34WpKt9xC/Z1OSY7BElGpitc46WcuKiSihjEsZ7hnXC4ePHceyTVW6eh2rpq1FndoK+1yrOuNbPNxqGXzQVxlt8vfHQbkjZCiz4CPO6ohN/zyse60f0A9SBPc5WcrAqV16oLau0X4wc2AnUP0+0K0E6DpY2YHNUJEkQcaDv38eoyf9QgnQdI3DJciyjBEf3YVNmcFw7MPXF+PnmctaAi81IJL1M/CmUEj7pi39nHK6Kq8vGCb+jPDqoIZLQ4jiJtydPkXcLJEWHRuVa0mm3kP8nk1JjsESETnDLU2JyCXRUoYFa/ZYHi+ajc7LycKccb0sX1fkOxhYuqZqJfnxv5M64fM2A+CTJAzqrixjG7Fgoy56MQ1SDPc5v+TDvKYb8PKKavikal1FlVqFVdymDme8eydQuTF4ngFTgB//THi9MjQBmjqjvn878Oo0SIZw7PPmAjzcaikkWVNFJPuAK5frAyJRKAQAFz0C+E8C6+8PHczYDWoSVTGUTjs7EXlAuDt9pvq1xAW/Z1OSY7BERM4lW1kxESWU3TI2EavZ6JtGFwMysGjtHvgB3Sx2lb8zmmVJFy6dlH34z9WHUYuPdEvsFpY6GKS03Oe+3f85Lvvz1/haVnYx0lZUlX15CHNXV+BK37tY0GppcOM11ccrgN6Xw7g3XbMsYZf/x2iGJkDLyQeOdISx2qiV5MfQjC9NoRngB9p2ClYqHakEWrcVh0IF5yo9npwEM1aDmsoNiasY8moVFVEKC2enz3S4lrjg92xKYgyWiJJdvGeSk6msmIgSSrSUwYpPguVsdG1dI/p1zcFrM0bg7xW1WFoWbLp9EB0x9+SNeKTVc2gl+XFS9mHeyemohTkQcjxIycnHF4fb4Gv5uO7hZlnGrn1HMXd1BU6Xv8WCVsuQYQyVVEcqgQlPQX7jdkjw46QsYd7JG3EQHc0BWuu2MK73k2UgFz9Ahg8SBFVExiVi/ScDn6zUh0In6t0FM8ZBDQA80TdxFUNcGkKUEG53+oyUqA9foq4l4fg9m5IUgyWiZMbeE0TkYcalDCISgF+MLtI30dbQ9mhSMxzjmV5pPh9lzf1R6PsGe/1n4GBLqKTSLrFzOkix6u/hl2X4ZfESPJ2Cc4GugyEVj8GW99bg5W3V2OH/sblSKnAfN/RjkoBbM9+ENPYBYP38lsDIp/RLAsxLxD55GZi+HjjREJzprqtxH8xoBzVVZYmtGOLSEKKUpYZJFTV1SjWqYRMH9fm2mRmob2oWhk5E5B0MloiSFXtPEFES0FYJfXLgOzz61hdolmX4ANxoEygB5h5NdoVPB9ERB/3KTmqSDPteSg5Y9fcYUtgBPkm8BC9gwBSlgTcAVG7AyI/uxshMP2T4UPezx9B+6HjlOeN93ECSm4EuA4Gx9wPrWvokrb9PCXZMgY8feH8xcOHDwc+ASIMZL1QMcWkIUcrRThho+WVg7uoKfLT/O6zcsV/3vLr5Q7/8HIZNRB7EYIkoWbH3BBElCbVKqKS4Iyac08Vxvwy3PZp8AF67ZQT2HDwWlYavVkvn1MBJuwQPkIA+k4CSW4OhkiE4kuBH+/V3AX0vVu7T256xDJWUF2QArbOViiU1KpNlYOdyGPs3AQA+ew347HVgwlPB6tVIghmvVAxxaQhRyjBOGBj5ZeCl7fuFjxs3cdBWOBFRYjFYIkpWXphJJiJySbQUzaq/hmg5mgRlmZhfVv6JluokNUAaUJCL00/9EZ6YHNwRLpIZbdH1BgOn4fi2zS9xxomv9cvPqsqUe7TdBMCxg0D5Yus3tuuTpJzI4oUy8OZMffVqJMEMK4aIKALG+7vbCQM72h56SVe5lKjdNolihMESUbJyMpPMDy0i8jjtkgjj7LPVcjRtFREA7D3cgOxMH+qbmvFsWaWwX4eIXcPYUIKBU0cAxcqDxr53Y+eLJwC+3qUsbRMZPA3oWxoMcQ7shLA6yY4sAztfAAZfF517PyuGiCgMovv76B6nOd7UwQltD72kwR6plII8GSytWrUKf/rTn7B371786Ec/wsiRI3HHHXcgP59faoh07GaS+aFFRB5nXBIhmn22Wo6mHUSUfXnIsl+H1Wy2XaAVFlHfu/UPAKN+BWz+bcu9OEMJm9bfD3FQ5ANG3xW8l6v3cTehkqpsEbDpv3nvJ6KEsLq/b55zvm7CINKQKZweegnFHqmUonyJvgCjxx57DPPmzUNTUxOmTJmCkpISrFmzBqWlpdi/37zelijt5eQDReeZK5VEH1p1NQm5RCIiEdGSCHX2WUvtzySakQ7Vr0N0PqsBT21dY9g/i+Wyt02PtzwuKU24u5wjXtom+YAJTwbv5SEaezvCez8RJYjd/f2qod2wec75eOkX52Lp1MGBHT/dypAk3D2uJ6oO10d2/44nuyXSREnMUxVLn3/+OZYuXYrBgwfj+eefR2ZmJgBg/PjxmDFjBh5++GH84Q9/SPBVEiUBNvYmoiQg6qHkdvY5VL8O0fnsBjxhL6cQ9b0DEKw2kpVKpekbBMf5gOnrg02/AfF9XHX2RGDPG85CJ977iSgB2mZmCB/PzlTqGvJysgLVpm4Kln4zsQ+ONjThRLOMZr/seOmzZ7BHKqUoT1Us/fnPfwYA3HrrrYFQCQDGjh2LYcOG4b333sM333yTqMsjSh7qh5YWP7SIyGPUHkoZkjJfHc4Obmo4JWJ1PtFrIl5Oofa9k1oGU8Z7MKD0Pvqu2nBchlKppA2VAPF9XLXnTWDcfzu7Lt77iSgB6puahY83NCmBSqhqUyu/fv0zPP7OP/HUhv/DkncrdZWnc1dX4M2Pa7xdvWT6rEjQbptEUeapiqUPPvgArVq1wpAhQ0zPlZSUYPv27di6dSsuv/zysM6/ZMkSPPPMM65eI8tR6ixHFE9e2SKaiCgEqx5KTokafN99cU/079re8nxWTcEjbv6q7Xt36AtgzezQx1nttJaTD4x9AFh3r/k5uRn45tPQ1yP5eO8nooQIVZFqrBztjG9R5DuIKn9nHETHsN7TLwO3vfSR96uXuNsmpSDPBEvNzc3Yu3cv8vPzddVKqm7dlBvDV1+Fv/7U7/fjxIkTYb+eKKnwQ4uIkkRwh7XwhBNORRpoWVJ3UGttUf3Uvpv+ODtdzhE/LvmAnc/bvFACRtwGDL+Z934iSohQAb42ePp5xrtY0GoZMiQZzbKEuSdvxCvN50MCILUc42ZvTLuNGzyDu21SivFMsPTDDz9AlmXk5OQIn2/Xrh0A4NixY/G8LKLkxg8tIkoT4YRTkQZatk7UWzzeIH5cpHVb8eN9rwQqXrF4kQTcuMG8tI6IKM7sAnw1eHpy9XuBUAkAMiQZj7R6DmXN/XEQHbF48kBIEjBjxYeu3jvivnlE5IpngqWGBuWLlqhaSfv48ePH43ZNqaBt27ZczkdEnsb7FKWkaDRotQqneo4HPv2L0rPJaMRtDJUopfEzI7nYBfhXDe2GgrpTkLFZ/79nK8mPQt83OCR3wuDCXFQdtrgXApgyrBtGntURt674UFfRFHHfPKIIpON9yjPNu9u0aQMAlkvVmpqaAADZ2bxBEBERkcdFo0Gr1UYMBcOAsQ8KXuBTlr8RESWJ4l4D0Czrd1M4KftQLZ8RWDpX1KktRHs0SABuG3MWLunfBQtLI9sIgogi45mKpVNOOQU+n89yqZv6uLokjoiIiMjTIu11Z7cRw8iZAGRg3XwAfm7SQERJ6Yyuxdjefz4GffIAWkl+nJR9ePvMe7Bq4n8EgqG8nCwsLO2HOasqAlVJkgQsvKJf4JiY9c0jIkc8EyxlZmaiW7duqKmpwYkTJ9C6dWvd89XV1QCAs846K+z38Pl8pvOGIssyTp48GfZ7EhERURqLtNedXTg18nal3xI3aSCiJDasdBa+GX4ZDu/bg07de+GSrsWmY9TgaOfeo5AkYFD3XFN4FNO+eURkyzPBEgAMHToUe/fuxa5duzB8+HDdc++//z4kScKgQYPCPv+MGTMwY8YMV6/57LPPcMUVV4T9nkREREQRsQunuEkDEaWAM7oW4wxBoKSVl5OFSwcwOCLyIs/0WAKA0tJSAMDvfvc7/Pvf/w48vn79emzfvh0XXHABOnfunKjLIyIiIiIiIiIiDU9VLA0cOBDXXHMN/vznP+Pyyy/HmDFj8M0332Dt2rXo1KkT5s6dm+hLJCIiIiIiIiKiFp4KlgDg3nvvxZlnnomVK1fif//3f9G+fXuMHz8et99+OwoKChJ9eURERERERERE1MJzwZIkSbj22mtx7bXXJvpSiIiIiIiIiIjIhqd6LBERERERERERUfJgsERERERERERERGFhsERERERERERERGFhsERERERERERERGFhsERERERERERERGFhsERERERERERERGFhsERERERERERERGFhsERERERERERERGFhsERERERERERERGFhsERERERERERERGFhsERERERERERERGFhsERERERERERERGFhsERERERERERERGFplegL8Lrjx48DACorKxN8JURERERERERE8aHmIGouYoXBUggHDhwAANx1110JvhIiIiIiIiIiovg6cOAABg0aZPm8JMuyHMfrSTpHjhzB5s2b0bVrV7Rp0ybRl0NJ7Oc//zlOnjxperxVq1Z45ZVXEnBFRInH3wsiMf5uEJnx94JIjL8bFCvHjx/HgQMHMGrUKHTo0MHyOFYshdChQwdMmDAh0ZdBKUCSJMvH+/TpE+erIfIG/l4QifF3g8iMvxdEYvzdoFiyq1RSsXk3ERERERERERGFhcESERERERERERGFhcESERERERERERGFhcESERERERERERGFhcESERERERERERGFhcESERERERERERGFhcESERERERERERGFhcESERERERERERGFhcESERERERERERGFhcESERERERERERGFhcESERERERERERGFpVWiL4AoXfzyl7+E3+83Pe7zMd+l9MXfCyIx/m4QmfH3gkiMvxuUaJIsy3KiL4KIiIiIiIiIiJIPI0wiIiIiIiIiIgoLgyUiIiIiIiIiIgoLgyUiIiIiIiIiIgoLgyUiIiIiIiIiIgoLgyUiIiIiIiIiIgoLgyUiIiIiIiIiIgoLgyUiIiIiIiIiIgoLgyUiIiIiIiIiIgoLgyUiIiIiIiIiIgoLgyUiIiIiIiIiIgoLgyUiIiIiIiIiIgoLgyUiIiIiIiIiIgoLgyWiOKusrET//v1x9dVXC5+vr6/HE088gYsuugj9+/fHBRdcgMcffxyNjY1xvlKi2Dpx4gSWLl2Kyy67DP3798c555yDK6+8En/5y1+Ex/N3g9LNqlWrMGnSJAwcOBAlJSW48847UVNTk+jLIoq5+vp6/Pa3v8XFF1+Mfv36YdCgQbj22muxfv1607FHjhzBQw89hAsuuAD9+/fHxRdfjKVLl+LkyZMJuHKi+Nq6dSt69eqFO++80/QcfzconiRZluVEXwRRujh58iQmT56MiooKDBo0CC+99JLu+aamJkyfPh3bt2/HqFGj0Lt3b3z00UfYvn07Bg4ciBdffBGZmZkJunqi6GlubsaNN96I8vJyFBUVYeTIkThx4gQ2btyIQ4cO4aqrrsKDDz4YOJ6/G5RuHnvsMSxduhRnnXUWfvrTn6K2thZvvfUWTj31VPzlL39BQUFBoi+RKCZ++OEHTJkyBV988QX69OmDoUOH4tixY3jnnXdw7Ngx/OpXv8JNN90EAKirq8PVV1+Nr776ChdeeCG6deuGLVu2YPfu3bjooovw1FNPJfinIYqdH374ARMmTEBNTQ0uu+wyPPbYY4Hn+LtBcScTUdwsXrxY7tGjh9yjRw958uTJpueXL18u9+jRQ3700Ud1j//mN7+Re/ToIf/xj3+M16USxdQrr7wi9+jRQ77pppvk48ePBx7//vvv5UsvvVTu0aOH/P777wce5+8GpZPdu3fLPXr0kK+++mrd78e6desCvzdEqep3v/ud3KNHD/m+++6T/X5/4PGDBw/KI0eOlM8++2x57969siwHPwP+/Oc/B447efKkfOutt8o9evSQ33777bhfP1G8zJkzJzCumD17tu45/m5QvHEpHFGcfPbZZ/jDH/6ACy64wPKYFStWoE2bNrjlllt0j99xxx3Izs7Gyy+/HOvLJIqLt956CwAwa9YsXaVRu3btMH36dADAu+++G3icvxuUTv785z8DAG699Vbd78fYsWMxbNgwvPfee/jmm28SdXlEMbV27VpIkoTZs2dDkqTA42eccQauvvpqNDc34x//+Aeamprwl7/8BXl5eZg8eXLguIyMDNxzzz0AwM8GSlkbN27E6tWrheMK/m5QIjBYIoqDpqYm3HPPPcjPz8fs2bOFxxw6dAj79u1D//790bZtW91z2dnZGDBgAPbu3YuDBw/G45KJYuryyy/HzTffjDPPPNP0nDqQrq+vB8DfDUo/H3zwAVq1aoUhQ4aYnispKYEsy9i6dWsCrowo9qZOnYpZs2bh1FNPNT2n/XzYvXs3GhsbMXz4cPh8+iFN165d0a1bN+zYsQPNzc1xuW6ieDly5AjuvfdeDBkyBFOnTjU9z98NSgQGS0Rx8Lvf/Q6VlZV45JFH8KMf/Uh4TGVlJQBY9s3o1q0bAOCrr76KzUUSxdGECRNwxx13CPsivf322wCAnj17AuDvBqWX5uZm7N27F507dxb+fvC/d0p111xzDW6++WbT47IsY926dQCUzwcnnw1NTU04cOBA7C6WKAHmz5+PhoYGLFiwwBQcAc6+N/F3g6KNwRJRjH3wwQd4/vnncf3112Pw4MGWxx07dgwA0L59e+Hz7dq1AwB8//33Ub9GIq/4xz/+gbfeegvt2rXDpZdeCoC/G5RefvjhB8iyjJycHOHz6n/v6u8FUbpYsWIFPv74YxQUFOC8887jZwOlpTfeeANvv/027rzzzsBEgxF/NygRWiX6AoiSzcUXX4yqqqqQx33xxReor6/HnDlzUFhYiFmzZtkery77sdrZSn38+PHj7i6YKE7c/G6I7NixI/B78sADDyA3NxcAfzcovTQ0NADgf+9EWmvWrMHDDz+MVq1aYeHChWjdujU/GyjtfPPNN/jNb36D4cOHY8qUKZbH8XeDEoHBEpFLbrZ4XrRoEb7++mu8/PLLaNOmje2x6vNNTU3C59XHjT1miLwiku3P169fj9mzZ+Pf//437rrrLlxyySWB5/i7QelE/e/9xIkTwufV/96zs7Pjdk1EibRixQo89NBDkCQJixYtCvQec/q7ws8GShXz5s3DyZMn8cgjj+ga2xvxd4MSgcESkUtLly51dFxZWRlWrlyJm266Cf379w95vFquarW8QX38lFNOcXahRHHm9HfDaPny5Xj00UcBAPfddx+uueYa3fP83aB0csopp8Dn84X8711dykCUqvx+Px599FEsX74cbdq0weOPP46f/exngefV5aJWy3n42UCp5KWXXsLmzZvx4IMPomvXrrbH8neDEoHBElGMrFmzBgDw7LPP4tlnnzU9v2vXLvTs2RPDhg3D//7v/wZ2x6qurhaeT338rLPOitEVE8WXLMt4+OGH8b//+79o06YNHnvsMVx44YWm4/i7QekkMzMT3bp1Q01NDU6cOIHWrVvrnud/75QOmpqaMHv2bLzzzjto3749lixZYtolsbi4GID9Z0N2dja6dOkS8+slijV1XHHffffhvvvuMz3/5ptv4s0338SkSZPw85//HAB/Nyi+GCwRxcjYsWORn59vevz777/Hiy++iLy8PJSWlgaOOeOMM9C9e3d88sknaGho0C1zaGhowMcff4zu3bujU6dOcfsZiGLpoYcewp///Ge0b98ef/jDHzBw4EDhcfzdoHQzdOhQ7N27F7t27cLw4cN1z73//vuQJAmDBg1K0NURxZbf78ftt9+OjRs3omvXrli6dGlggkGrT58++P/t3UEoNHEYx/Gf14GS4mSTgwO2vUnbiBPNJsTB2oPTpqRcJFdHN0VDuTiRDDaHLRdOcpDaObnsmTSbKEq0B7X2Pby1te+uVfNmvWu/n+Mzz+F/eWrmN80zDQ0NchxH7+/veX/Hcl1Xt7e36u/vV21tbTmPD3yJiYkJGYZRUE+lUorH4+rq6tLQ0JACgQCzgW9BsAR8kVAopFAoVFB3XTcXLM3Pz+ddi0QiWltb0/r6upaWlnJ1y7KUTqdLLuoDKsnx8bFs21ZjY6P29vbU2dlZsp/ZQDWZnJzU0dGRLMvSzs6O6uvrJf3ZReY4jkzTlM/n++ZTAl9ja2tLZ2dnam1t1f7+vlpaWor21dXVaWxsTLFYTLu7u5qenpYkZTIZraysSFLBp9VApQqHw0XriURC8Xhcfr8/77mC2UC51WSz2ex3HwKoJq7ryjRN9fT06ODgIO/a29ubpqamlEwmZRiGuru7dXV1JcdxFAwGtb29/eEfHoBKkclkZJqm7u7uZBhG0TdwkuT3+3OfxjEbqDbLy8uybVvt7e0yTVP39/c6OTlRc3OzDg8P/2lZPvC/en5+1sDAgNLptEzTVCAQKNoXDAbV19enp6cnRSIRpVIpDQ4OqqOjQ5eXl0omkxoZGZFlWSWXHAOVLpFIKBqNanx8XKurq7k6s4FyI1gCyqxUsCRJr6+v2tzc1OnpqR4fH+Xz+TQ6OqrZ2VmW7OFHuL6+1vDw8Kd9f98kMRuoJtlsVrZtKxaL6ebmRk1NTert7dXCwgKhEn6si4sLzczMfNo3NzenxcVFSdLDw4M2NjZ0fn6ul5cXtbW1KRwOKxqN8sIBP95HwZLEbKC8CJYAAAAAAADgya/PWwAAAAAAAIBCBEsAAAAAAADwhGAJAAAAAAAAnhAsAQAAAAAAwBOCJQAAAAAAAHhCsAQAAAAAAABPCJYAAAAAAADgCcESAAAAAAAAPCFYAgAAAAAAgCcESwAAAAAAAPCEYAkAAAAAAACeECwBAAAAAADAE4IlAAAAAAAAePIbB16W43vtPtwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 530x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.stats import norm\n",
    "jumps_l = []\n",
    "\n",
    "thresholds = [20,50]\n",
    "center = est_array[:,0]\n",
    "diff = np.diff(center, prepend=0)\n",
    "mask0 = np.abs(diff) < thresholds[0]\n",
    "\n",
    "masks = []\n",
    "for i in range(len(thresholds)-1):\n",
    "    cond = np.logical_and(np.abs(diff) >= thresholds[i], np.abs(diff) <= thresholds[i+1])\n",
    "    masks.append(cond)\n",
    "\n",
    "\n",
    "fig,ax=plt.subplots(1,1, figsize=(12, 6), tight_layout=True)\n",
    "ax.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "\n",
    "ax.plot(center, time_elapsed, '.', label='Lorentzian center')\n",
    "ax.plot(diff, time_elapsed, '.', label='Differential')\n",
    "for th in thresholds:\n",
    "    ax.vlines( th, time_elapsed[0], time_elapsed[-1], 'k')\n",
    "    ax.vlines(-th, time_elapsed[0], time_elapsed[-1], 'k')\n",
    "ax.legend()\n",
    "\n",
    "bins = np.linspace(-50, 50, 51)\n",
    "center_bins = (bins[1:]+bins[:-1])/2\n",
    "x = np.linspace(bins[0], bins[-1], 1000)\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(5.3,4), sharex=True, tight_layout=True, gridspec_kw = {'wspace':0, 'hspace':0})\n",
    "\n",
    "ax2.set_xlabel(r'$\\Delta\\delta$ (kHz)', fontsize=41)\n",
    "\n",
    "#ax1.set_ylabel(r'Distribution', fontsize=35)  # we already handled the x-label with ax1\n",
    "plt.sca(ax1)\n",
    "plt.yticks([])\n",
    "plt.tick_params(length=10, width=5,pad=10, axis='x')\n",
    "plt.tick_params(length=10, width=5,pad=10, axis='y')\n",
    "\n",
    "hist_drift = ax1.hist(delta_freq-delta_freq.mean(), bins=bins, alpha=0.7, density=True, color='k', label='Drift', edgecolor='k')[0]\n",
    "\n",
    "\n",
    "plt.sca(ax2)\n",
    "bins = np.linspace(-50, 50, 71)\n",
    "center_bins = (bins[1:]+bins[:-1])/2\n",
    "drift = diff[mask0]\n",
    "hist_drift = np.histogram(drift-drift.mean(), bins=bins, density=False)[0]\n",
    "height_drift = max(hist_drift)\n",
    "plt.bar(center_bins, hist_drift, color='tab:blue', edgecolor='tab:blue', alpha=0.7, width=bins[1]-bins[0])\n",
    "popt_drift = norm.fit(drift-drift.mean())\n",
    "#plt.plot(x, norm.pdf(x, *popt_drift), color=fn.colors[0])\n",
    "jumps_l.append(hist_drift)\n",
    "\n",
    "rescales = [100]\n",
    "colors = ['blue', 'indigo']\n",
    "thresholds[-1]=50\n",
    "for i, m in enumerate(masks):\n",
    "    plt.fill_between([thresholds[i], thresholds[i+1]], [400, 400], alpha=0.2, color=colors[i])\n",
    "    plt.fill_between([-thresholds[i], -thresholds[i+1]], [400, 400], alpha=0.2, color=colors[i])\n",
    "    jumps = diff[m]\n",
    "    hist_jump = np.histogram(jumps, bins=bins, density=False)[0]\n",
    "    height_jmp = max(hist_jump)\n",
    "    rescale = height_jmp/height_drift * rescales[i]\n",
    "    plt.bar(center_bins, hist_jump*rescale, color=colors[i], edgecolor=colors[i], alpha=0.7, width=bins[1]-bins[0])\n",
    "    jumps_l.append(hist_jump)\n",
    "\n",
    "\n",
    "plt.xticks([-40, 0, 40], fontsize=41)\n",
    "plt.xlim([-50, 50])\n",
    "plt.yticks([], fontsize=41)\n",
    "plt.ylim([0, 400])\n",
    "plt.tick_params(length=11, width=5,pad=11, axis='x')\n",
    "plt.tick_params(length=11, width=5,pad=11, axis='y')\n",
    "\n",
    "\n",
    "jumps_lists.append(jumps_l)\n",
    "\n",
    "thresholds_list.append(thresholds)\n",
    "fig.savefig(f\"{FIGURE_PATH}jump_histograms_c.pdf\", bbox_inches='tight', )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1176,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 6.32787125 19.64505348  0.03848368  0.05403365] [2.33469086e-01 9.33589289e-01 9.41674958e-04 4.80583034e-04]\n",
      "[41.0257828  27.30440178  0.0417849   0.05387627] [3.38675858e-01 1.29694405e+00 8.35132413e-04 4.31570604e-04]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dx = np.diff(x).mean()\n",
    "\n",
    "import numpy as np\n",
    "from scipy.interpolate import interp1d\n",
    "\n",
    "# Assuming x_values is a 1D array with M elements\n",
    "x = (freq_range-Photon_IF)/1e3\n",
    "\n",
    "\n",
    "guess = [x[np.argmax(y)], (x[-1]-x[0])/5, max(y), 0]\n",
    "est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "\n",
    "plt.figure(figsize=(5,3), tight_layout=True)\n",
    "states = np.array(states)\n",
    "for j in range(len(jumps_f)):\n",
    "    \n",
    "    excess_chunked_j = excess_chunked[states==j]\n",
    "\n",
    "    # Initialize an array to store the shifted Lorentzian curves\n",
    "    excess_chunked_shifted = np.zeros_like(excess_chunked_j)\n",
    "\n",
    "    # For each Lorentzian curve and corresponding drift\n",
    "    for i in range(excess_chunked_j.shape[0]):\n",
    "        # Shift the x-values by the amount of the drift\n",
    "        x_values_shifted = x + delta_freq[i]\n",
    "\n",
    "        # Interpolate the Lorentzian curve at the shifted x-values\n",
    "        f = interp1d(x_values_shifted, excess_chunked_j[i], bounds_error=False, fill_value=(excess_chunked_j[i, 0], excess_chunked_j[i, -1]))\n",
    "\n",
    "        # Perform the interpolation within the range of the original x values\n",
    "        excess_chunked_shifted[i] = f(x)\n",
    "\n",
    "    y = excess_chunked_shifted.mean(0)\n",
    "    \n",
    "    guess = [x[np.argmax(y)], (x[-1]-x[0])/10, max(y), 0]\n",
    "    try: est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "    except RuntimeError: est = guess; std = np.array(guess)*0+10\n",
    "    plt.plot(x, y, 'o', color=fn.colors[j])\n",
    "    plt.plot(fine, finey, color=fn.colors[j])\n",
    "    print(est, std)\n",
    "\n",
    "#plt.xlabel('Frequency kHz',fontsize=35)\n",
    "plt.xticks([-50, -25, 0, 25, 50], [], fontsize=35)\n",
    "plt.yticks([0.05, 0.1, 0.15], fontsize=35)\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "plt.xlim([-50, 50])\n",
    "\n",
    "plt.savefig(f\"{FIGURE_PATH}c_drift_corrected.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1177,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 1177,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5), tight_layout=True)\n",
    "fn.plot_2d_sweep(\n",
    "    excess_chunked, \n",
    "    x=x,             xlabel = 'Frequency offset (kHz)',\n",
    "    y=time_elapsed,  ylabel = \"Time (minutes)\",\n",
    "    clabel = 'integrated excess counts', cmap = \"Blues\",\n",
    "    horizontal_ticks = False, fontsize = None, \n",
    ")\n",
    "\n",
    "dx = np.diff(x).mean()\n",
    "norm_time = time_elapsed * time_elapsed.shape[0]/time_elapsed[-1]\n",
    "norm_drift = (delta_freq - manual_correction) / dx \n",
    "plt.plot(45-np.flip(norm_drift), norm_time)\n",
    "plt.plot(25-np.flip(norm_drift), norm_time)\n",
    "\n",
    "plt.xticks(np.linspace(0, len(x), 5), np.linspace(x[0], x[-1], 5))\n",
    "plt.yticks(np.linspace(0, len(time_elapsed), 6), np.linspace(0, time_elapsed[-1], 6))\n",
    "1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 1.d (35 and 20 kHz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1314,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/Figure1/20231211231809_Spectroscopy_frequency_sweep_fixed_field_amp0.0042.hdf5\n"
     ]
    }
   ],
   "source": [
    "timestamp_list = [\n",
    "    #'20230911154102',\n",
    "    '20231211231809',\n",
    "]\n",
    "\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)\n",
    "            \n",
    "Key_field = list(data_list[0][0].keys())[0]\n",
    "time_axis=data_list[0][0][Key_field]['time_axis']\n",
    "click_array=data_list[0][0][Key_field]['click_array']\n",
    "freq_range=data_list[0][0][Key_field]['freq_range']\n",
    "amplitude_pulse=data_list[0][0][Key_field]['amplitude_pulse']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1315,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.0\n"
     ]
    }
   ],
   "source": [
    "print(np.diff(freq_range).mean()*1e-3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1316,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating excess array\n",
      "227\n",
      "Integration window 3.66 ms\n",
      "Number of frequency points 51\n",
      "Spectra time 197.8 ms (expected: 186.67)\n",
      "Chunk time 39.6 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initial plot and extraction of data. This plots the data exactly as is from \n",
    "# SingleSpin notebook and serves as a reminder of what are we working with\n",
    "\n",
    "\n",
    "N = 30\n",
    "average_number = click_array.shape[0]\n",
    "cycle_time=(time_axis[1:]-time_axis[:-1]).mean()*1e-6\n",
    "time_hist=time_axis.reshape(N, int(time_axis.shape[0]/N)).mean(-1)*1e-6\n",
    "t_step = time_hist[1]-time_hist[0]\n",
    "\n",
    "integration_index=10 // 2 # Larger t_step\n",
    "integration_index_bg=1\n",
    "excess = click_array[:,:,:integration_index].sum(-1)*t_step\n",
    "\n",
    "moving_average_window = 1\n",
    "x = np.round((freq_range-Photon_IF)/1e3,0)\n",
    "x = moving_average(x, moving_average_window)\n",
    "\n",
    "print('Creating excess array')\n",
    "chunk_size = 200\n",
    "excess_chunked_raw = chunk_average(excess, chunk_size)\n",
    "excess_chunked = np.zeros_like(excess_chunked_raw)[:, moving_average_window-1:]\n",
    "for i in range(excess_chunked_raw.shape[0]):\n",
    "    excess_chunked[i] = moving_average(excess_chunked_raw[i], moving_average_window)\n",
    "\n",
    "################### 2D Plot ###################\n",
    "total_time_freqsweep = ((10+24)*60+1) - (23*60 + 18) # minutes\n",
    "time_elapsed = np.linspace(0, total_time_freqsweep, excess_chunked.shape[0]).round(1)\n",
    "index_sweep = int(excess_chunked.shape[0] * 150 /total_time_freqsweep)\n",
    "print(index_sweep)\n",
    "\n",
    "plt.figure(figsize=(5,9), tight_layout=True)\n",
    "fn.plot_2d_sweep(\n",
    "    excess_chunked[:index_sweep], \n",
    "    x=x,             xlabel = r'$\\delta / 2\\pi$ (kHz)',\n",
    "    y=time_elapsed[:index_sweep],\n",
    "    cmap = \"Blues\", clabel=False,\n",
    "    horizontal_ticks = True, fontsize = 35, \n",
    ")\n",
    "plt.xticks(*heatmap_ticks(x, [-25, 25, 75]))\n",
    "plt.yticks(*heatmap_ticks(time_elapsed[:index_sweep], [0, 75,  150], flipped=True))\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "for _, spine in plt.gca().spines.items():\n",
    "    spine.set_visible(True)\n",
    "#plt.savefig(f'{FIGURE_PATH}d_2d_map.pdf')\n",
    "\n",
    "spectra_times = np.linspace(0, total_time_freqsweep, excess.shape[0])\n",
    "spectra_time = np.diff(spectra_times).mean()\n",
    "print(f'Integration window {time_hist[-1]:.2f} ms' + \n",
    "      f'\\nNumber of frequency points {len(freq_range)}' + \n",
    "      f'\\nSpectra time {spectra_time*60_000:.1f} ms (expected: {time_hist[-1]*len(freq_range):.2f})' + \n",
    "      f'\\nChunk time {spectra_time*60*chunk_size:.1f} s')\n",
    "\n",
    "excess_list.append(excess_chunked[:index_sweep])\n",
    "time_list.append(time_elapsed[:index_sweep])\n",
    "freq_list.append(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1317,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1300x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "SUPMAT_FIGURE_PATH = \"../figures/supmat/Trace/\"\n",
    "plt.figure(figsize=(13,4), tight_layout=True)\n",
    "fn.plot_2d_sweep(\n",
    "    np.flip(excess_chunked[:228], axis=1).T, \n",
    "    y=x,             #xlabel = r'$\\delta / 2\\pi$ (kHz)',\n",
    "    x=time_elapsed[:228],\n",
    "    cmap = \"Blues\", clabel=False,\n",
    "    horizontal_ticks = True, fontsize = 35, \n",
    ")\n",
    "plt.yticks(*heatmap_ticks(-x, [0, -50], flipped=False))\n",
    "plt.xticks(*heatmap_ticks(time_elapsed[:228], [0, 50, 100, 150], flipped=False))\n",
    "plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "for _, spine in plt.gca().spines.items():\n",
    "    spine.set_visible(True)\n",
    "\n",
    "plt.xlabel('time, t (min)')\n",
    "plt.ylabel(r'$\\delta / 2\\pi$ (kHz)')\n",
    "plt.savefig(f'{SUPMAT_FIGURE_PATH}trace.pdf', bbox_inches='tight')\n",
    "   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1318,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "manual_correction_points = np.array([\n",
    "    [21, 0],\n",
    "    [27, 200],\n",
    "    [23, 300],\n",
    "    [30, 500],\n",
    "    [23, 600],\n",
    "    [40, time_elapsed[-1]]\n",
    "])\n",
    "\n",
    "manual_correction = np.interp(time_elapsed, manual_correction_points[:,1], manual_correction_points[:,0])\n",
    "\n",
    "est_array = []\n",
    "std_array = []\n",
    "fig, ax = plt.subplots(figsize=(6, 4.5), tight_layout=True)\n",
    "plt.xticks(np.arange(-25, 76, 25), fontsize=35)\n",
    "plt.yticks(np.arange(0, 0.31, 0.1), fontsize=35)\n",
    "plt.ylim([0, 0.31])\n",
    "plt.xlabel(r'$\\delta/2\\pi$ (kHz)', fontsize=35)\n",
    "plt.ylabel(r'$\\langle C \\rangle$', fontsize=35)\n",
    "plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "plt.savefig(f'{SUPMAT_FIGURE_PATH}sorted.pdf', bbox_inches='tight')\n",
    "for i in range(excess_chunked.shape[0]):\n",
    "    y = excess_chunked[i]\n",
    "    guess = [x[np.argmax(y)], (x[-1]-x[0])/5, max(y), 0]\n",
    "    try: est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "    except RuntimeError: est = guess; std = np.array(guess)\n",
    "    est_array.append(est)\n",
    "    std_array.append(std)\n",
    "    if i==1:\n",
    "        plt.plot(x, y, 'o')\n",
    "        plt.plot(fine, finey, 'k')\n",
    "        \n",
    "        #plt.savefig(f'{SUPMAT_FIGURE_PATH}fitted.pdf', bbox_inches='tight')\n",
    "est_array = np.array(est_array)\n",
    "std_array = np.array(std_array)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(10,5), tight_layout=True)\n",
    "ax[0].plot(est_array[:,0], time_elapsed[:], '.')\n",
    "ax[0].set_xlabel('Frequency (kHz)')\n",
    "ax[0].set_ylabel('time (min)')\n",
    "#ax[0].plot(manual_correction, time_elapsed, 'k--')\n",
    "\n",
    "ax[1].plot(est_array[:,0]-manual_correction[:], time_elapsed[:], '.')\n",
    "ax[1].set_xlabel('Frequency (kHz)')\n",
    "central_freqs.append(est_array[:,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1319,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  2, 287, 641]),\n",
       " {'prominences': array([ 0.55512001, 20.50502848,  0.8622908 ]),\n",
       "  'left_bases': array([  1, 231, 613]),\n",
       "  'right_bases': array([231, 613, 642])})"
      ]
     },
     "execution_count": 1319,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_peaks(np.diff(s_f), distance=50, prominence=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1320,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([287]),\n",
       " {'prominences': array([20.50502848]),\n",
       "  'left_bases': array([231]),\n",
       "  'right_bases': array([613])})"
      ]
     },
     "execution_count": 1320,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_peaks(np.diff(s_f), distance=10, prominence=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1321,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell performs the classification of the states by simply setting \n",
    "# upper and lower boundries for each possible state.\n",
    "\n",
    "# To calculate the boundries we sort the center of the lorentzians and\n",
    "# observe that there are distinct regions where each lorentzian can be located\n",
    "# We can extract their boundries using a threshold in the derivative of the sorted list\n",
    "# This is done using the \"derivative_bound\" function, we require that thresholds should have a point spacing>3\n",
    "\n",
    "f = np.array(est_array[:index_sweep,0])#-manual_correction)\n",
    "s_f = np.sort(f)\n",
    "large_deriv_points = find_peaks(np.diff(s_f), distance=10, prominence=2)[0]\n",
    "jumps_f = np.append(large_deriv_points, s_f.shape[0])\n",
    "\n",
    "centers, ranges = [], []\n",
    "start = 0\n",
    "for end in jumps_f:\n",
    "    section = s_f[start:end]\n",
    "    centers.append(section.mean())\n",
    "    ranges.append([section.min()-0.5, section.max()+0.5])\n",
    "    start = end\n",
    "    #print(ranges)\n",
    "    \n",
    "centers = np.array(centers)\n",
    "ranges = np.array(ranges)\n",
    "\n",
    "plt.plot(s_f, '.')\n",
    "plt.vlines(jumps_f, min(f), max(f), color='k')\n",
    "#plt.hlines(centers, 0, len(f), color='k', linestyle='dashed')\n",
    "plt.hlines(ranges[:,1], 0, len(f), color='r', linestyle='dashed')\n",
    "plt.hlines(ranges[:,0], 0, len(f), color='b', linestyle='dashed')\n",
    "plt.xlabel('Arbitrary index')\n",
    "plt.ylabel('Sorted lorentzian center (kHz)')\n",
    "plt.show()\n",
    "\n",
    "def clasify_states(frequencies, ranges):\n",
    "    states = []\n",
    "    for f in frequencies:\n",
    "        assigned_state = -1\n",
    "        for ii, (min_range, max_range) in enumerate(ranges):\n",
    "            if min_range <= f and max_range >= f:\n",
    "                assigned_state = ii\n",
    "                break\n",
    "        states.append(assigned_state)\n",
    "    return states\n",
    "\n",
    "states = clasify_states(f, ranges)\n",
    "states_freq = [centers[i] for i in states]\n",
    "delta_freq = states_freq - f + manual_correction[:index_sweep]\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(f, '.')\n",
    "plt.plot(states_freq,'k.')\n",
    "plt.xlabel('Chunk index')\n",
    "plt.ylabel('Fit lorentzian center (kHz)')\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(states_freq - f, 'r', alpha=0.3)\n",
    "plt.plot(manual_correction, 'k--', alpha=0.5, label='manual_correction')\n",
    "plt.plot(delta_freq)\n",
    "plt.xlabel('Chunk index')\n",
    "plt.ylabel('Drift (kHz)')\n",
    "plt.legend()\n",
    "plt.title(f\"Standard deviation of drift  = {np.std(delta_freq):.2f} kHz\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1322,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1300x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(7, 4.5), tight_layout=True)\n",
    "plt.plot(-s_f, '.')\n",
    "plt.hlines([-7, -26, -47], 0, len(s_f), color='k', ls='--', lw=3)\n",
    "plt.xticks([0, 100, 200], fontsize=35)\n",
    "plt.yticks(np.arange(-60, 1, 15), fontsize=35)\n",
    "plt.xlabel('Sorted index', fontsize=35)\n",
    "plt.ylabel(r'$\\tilde{\\delta}$ (kHz)', fontsize=35)\n",
    "plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "plt.savefig(f'{SUPMAT_FIGURE_PATH}sorted.pdf', bbox_inches='tight')\n",
    "\n",
    "fig, ax = plt.subplots(2, 1, figsize=(13, 7), tight_layout=True, gridspec_kw={'wspace':0.0, 'hspace':0})\n",
    "plt.sca(ax[0])\n",
    "plt.plot(time_elapsed[:index_sweep], -est_array[:index_sweep,0], 'o', ms=10)\n",
    "plt.plot(time_elapsed[:index_sweep], -np.array(states_freq), 'k', lw=2, alpha=0.7)\n",
    "plt.xticks([], fontsize=35)\n",
    "plt.yticks([0, -50], fontsize=35)\n",
    "plt.ylim([-75, 25])\n",
    "plt.xlim([0, 150])\n",
    "plt.ylabel(r'$\\tilde{\\delta}$ (kHz)', fontsize=35)\n",
    "plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "plt.savefig(f'{SUPMAT_FIGURE_PATH}state.pdf', bbox_inches='tight')\n",
    "\n",
    "plt.sca(ax[1])\n",
    "plt.plot(time_elapsed[1:index_sweep], np.diff(-est_array[:index_sweep,0]), 'o', ms=10)\n",
    "plt.xticks([0, 50, 100, 150], fontsize=35)\n",
    "plt.yticks([50, 0, -50], fontsize=35)\n",
    "plt.xlabel('time, t (min)', fontsize=35)\n",
    "plt.ylim([-65, 65])\n",
    "plt.xlim([0, 150])\n",
    "plt.ylabel(r'$\\Delta\\tilde{\\delta}$ (kHz)', fontsize=35)\n",
    "plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "plt.savefig(f'{SUPMAT_FIGURE_PATH}state.pdf', bbox_inches='tight')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1186,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x17ca3aab0>"
      ]
     },
     "execution_count": 1186,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "center = est_array[:,0]\n",
    "diff = np.diff(center, prepend=0)\n",
    "drift = delta_freq\n",
    "\n",
    "fig, ax1 = plt.subplots(figsize=(5,5))\n",
    "\n",
    "color = 'black'\n",
    "ax1.set_xlabel(r'$\\delta$ (kHz)', fontsize=35)\n",
    "ax1.set_ylabel(r'Distribution', fontsize=35)  # we already handled the x-label with ax1\n",
    "\n",
    "bins = np.linspace(-50, 50, 101)\n",
    "x = np.linspace(bins[0], bins[-1], 1000)\n",
    "hist_drift = ax1.hist(drift-drift.mean(), bins=bins, alpha=0.7, density=True, color=color, label='Drift')[0]\n",
    "#popt_drift = norm.fit(drift-drift.mean())\n",
    "#ax1.plot(x, norm.pdf(x, *popt_drift), color=color)\n",
    "\n",
    "hist_jump = ax1.hist(diff, bins=bins, alpha=0.7, density=True, color='tab:blue', label='Jumps')[0]\n",
    "#ax1.plot(x, norm.pdf(x, *popt_jump), color=color)\n",
    "\n",
    "plt.xticks([-40, -20, 0, 20, 40], fontsize=35, color=color)\n",
    "plt.yticks([0, 0.1, 0.2, 0.3], fontsize=35, color=color)\n",
    "ax1.tick_params(length=10, width=5,pad=10, axis='x', labelcolor=color)\n",
    "ax1.tick_params(length=10, width=5,pad=10, axis='y')\n",
    "plt.legend(fontsize=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1187,
   "metadata": {},
   "outputs": [],
   "source": [
    "if 0: print(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1188,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'mask_pk' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[1188], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m mask_pk_large \u001b[38;5;241m=\u001b[39m \u001b[43mmask_pk\u001b[49m\u001b[38;5;241m.\u001b[39mcopy()\n\u001b[1;32m      2\u001b[0m expand \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m10\u001b[39m\n\u001b[1;32m      3\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m1\u001b[39m, \u001b[38;5;28mlen\u001b[39m(mask_pk)\u001b[38;5;241m-\u001b[39mexpand):\n",
      "\u001b[0;31mNameError\u001b[0m: name 'mask_pk' is not defined"
     ]
    }
   ],
   "source": [
    "mask_pk_large = mask_pk.copy()\n",
    "expand = 10\n",
    "for i in range(1, len(mask_pk)-expand):\n",
    "    c = 0\n",
    "    for j in range(expand+1): c += mask_pk[i-j] or mask_pk[i+j]\n",
    "    mask_pk_large[i]=bool(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1189,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'mask_pk_large' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[1189], line 4\u001b[0m\n\u001b[1;32m      2\u001b[0m cond \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mlogical_and(np\u001b[38;5;241m.\u001b[39mabs(diff) \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m thresholds[i], np\u001b[38;5;241m.\u001b[39mabs(diff) \u001b[38;5;241m<\u001b[39m\u001b[38;5;241m=\u001b[39m thresholds[i\u001b[38;5;241m+\u001b[39m\u001b[38;5;241m1\u001b[39m])\n\u001b[1;32m      3\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot(cond)\n\u001b[0;32m----> 4\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot(\u001b[43mmask_pk_large\u001b[49m)\n",
      "\u001b[0;31mNameError\u001b[0m: name 'mask_pk_large' is not defined"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 0\n",
    "cond = np.logical_and(np.abs(diff) >= thresholds[i], np.abs(diff) <= thresholds[i+1])\n",
    "plt.plot(cond)\n",
    "plt.plot(mask_pk_large)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1190,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 530x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.stats import norm\n",
    "jumps_l = []\n",
    "\n",
    "thresholds = [10,24,45]\n",
    "center = est_array[:,0]\n",
    "diff = np.diff(center, prepend=0)\n",
    "mask0 = np.abs(diff) < thresholds[0]\n",
    "\n",
    "masks = []\n",
    "for i in range(len(thresholds)-1):\n",
    "    cond = np.logical_and(np.abs(diff) >= thresholds[i], np.abs(diff) <= thresholds[i+1])\n",
    "    #if i==0: print(sum(np.logical_and(cond, mask_pk_large)))\n",
    "    #masks.append(np.logical_and(cond, np.logical_not(mask_pk_large)))\n",
    "    masks.append(cond)\n",
    "\n",
    "\n",
    "fig,ax=plt.subplots(1,1, figsize=(12, 6), tight_layout=True)\n",
    "ax.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "\n",
    "ax.plot(center, time_elapsed, '.', label='Lorentzian center')\n",
    "ax.plot(diff, time_elapsed, '.', label='Differential')\n",
    "for th in thresholds:\n",
    "    ax.vlines( th, time_elapsed[0], time_elapsed[-1], 'k')\n",
    "    ax.vlines(-th, time_elapsed[0], time_elapsed[-1], 'k')\n",
    "ax.legend()\n",
    "\n",
    "bins = np.linspace(-50, 50, 51)\n",
    "center_bins = (bins[1:]+bins[:-1])/2\n",
    "x = np.linspace(bins[0], bins[-1], 1000)\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(5.3,4), sharex=True, tight_layout=True, gridspec_kw = {'wspace':0, 'hspace':0})\n",
    "\n",
    "ax2.set_xlabel(r'$\\Delta\\delta$ (kHz)', fontsize=41)\n",
    "\n",
    "#ax1.set_ylabel(r'Distribution', fontsize=35)  # we already handled the x-label with ax1\n",
    "plt.sca(ax1)\n",
    "plt.yticks([])\n",
    "plt.tick_params(length=10, width=5,pad=10, axis='x')\n",
    "plt.tick_params(length=10, width=5,pad=10, axis='y')\n",
    "\n",
    "hist_drift = ax1.hist(delta_freq-delta_freq.mean(), bins=bins, alpha=0.7, density=True, color='k', label='Drift', edgecolor='k')[0]\n",
    "\n",
    "\n",
    "plt.sca(ax2)\n",
    "bins = np.linspace(-50, 50, 71)\n",
    "center_bins = (bins[1:]+bins[:-1])/2\n",
    "drift = diff[mask0]\n",
    "hist_drift = np.histogram(drift-drift.mean(), bins=bins, density=False)[0]\n",
    "height_drift = max(hist_drift)\n",
    "plt.bar(center_bins, hist_drift, color='tab:blue', edgecolor='tab:blue', alpha=0.7, width=bins[1]-bins[0])\n",
    "popt_drift = norm.fit(drift-drift.mean())\n",
    "#plt.plot(x, norm.pdf(x, *popt_drift), color=fn.colors[0])\n",
    "jumps_l.append(hist_drift)\n",
    "\n",
    "rescales = [1000, 12]\n",
    "colors = ['blue', 'indigo']\n",
    "thresholds[-1]=50\n",
    "for i, m in enumerate(masks):\n",
    "    plt.fill_between([thresholds[i], thresholds[i+1]], [250, 250], alpha=0.2, color=colors[i])\n",
    "    plt.fill_between([-thresholds[i], -thresholds[i+1]], [250, 250], alpha=0.2, color=colors[i])\n",
    "    jumps = diff[m]\n",
    "    hist_jump = np.histogram(jumps, bins=bins, density=False)[0]\n",
    "    height_jmp = max(hist_jump)\n",
    "    rescale = height_jmp/height_drift * rescales[i]\n",
    "    plt.bar(center_bins, hist_jump*rescale, color=colors[i], edgecolor=colors[i], alpha=0.7, width=bins[1]-bins[0])\n",
    "    jumps_l.append(hist_jump)\n",
    "\n",
    "\n",
    "plt.xticks([-40, 0, 40], fontsize=41)\n",
    "plt.xlim([-50, 50])\n",
    "plt.yticks([], fontsize=41)\n",
    "plt.ylim([0, 250])\n",
    "plt.tick_params(length=11, width=5,pad=11, axis='x')\n",
    "plt.tick_params(length=11, width=5,pad=11, axis='y')\n",
    "\n",
    "\n",
    "jumps_lists.append(jumps_l)\n",
    "\n",
    "thresholds_list.append(thresholds)\n",
    "fig.savefig(f\"{FIGURE_PATH}jump_histograms_d.pdf\", bbox_inches='tight', )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1191,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-5.55114344 18.72578507  0.12638361  0.09771087] [0.26190384 0.95297607 0.00362783 0.00149807]\n",
      "[15.80509476 31.70690391  0.10933537  0.08777323] [0.16716294 0.84216157 0.00136343 0.00113312]\n",
      "[47.06454538 21.33332237  0.13491822  0.09323154] [0.2074268  0.80128623 0.00272515 0.00135336]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:46: SyntaxWarning: invalid escape sequence '\\o'\n",
      "<>:46: SyntaxWarning: invalid escape sequence '\\o'\n",
      "/var/folders/cc/gch5f6gx5716gr3vpg1glxkm0000gn/T/ipykernel_79155/1309657918.py:46: SyntaxWarning: invalid escape sequence '\\o'\n",
      "  plt.xlabel('Frequency $\\omega-\\omega_0$ (kHz)', fontsize=35)\n",
      "/var/folders/cc/gch5f6gx5716gr3vpg1glxkm0000gn/T/ipykernel_79155/1309657918.py:39: UserWarning: marker is redundantly defined by the 'marker' keyword argument and the fmt string \"o\" (-> marker='o'). The keyword argument will take precedence.\n",
      "  plt.plot(x, y, 'o', color='k', marker=markers[j], ms=10)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dx = np.diff(x).mean()\n",
    "\n",
    "import numpy as np\n",
    "from scipy.interpolate import interp1d\n",
    "\n",
    "# Assuming x_values is a 1D array with M elements\n",
    "x = (freq_range-Photon_IF)/1e3\n",
    "\n",
    "\n",
    "guess = [x[np.argmax(y)], (x[-1]-x[0])/5, max(y), 0]\n",
    "est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "\n",
    "plt.figure(figsize=(8,6), tight_layout=True)\n",
    "states = np.array(states)\n",
    "markers = ['o', '*', '^', 's']\n",
    "for j in range(len(jumps_f)):\n",
    "    \n",
    "    excess_chunked_j = excess_chunked[states==j]\n",
    "\n",
    "    # Initialize an array to store the shifted Lorentzian curves\n",
    "    excess_chunked_shifted = np.zeros_like(excess_chunked_j)\n",
    "\n",
    "    # For each Lorentzian curve and corresponding drift\n",
    "    for i in range(excess_chunked_j.shape[0]):\n",
    "        # Shift the x-values by the amount of the drift\n",
    "        x_values_shifted = x + delta_freq[i]\n",
    "\n",
    "        # Interpolate the Lorentzian curve at the shifted x-values\n",
    "        f = interp1d(x_values_shifted, excess_chunked_j[i], bounds_error=False, fill_value=(excess_chunked_j[i, 0], excess_chunked_j[i, -1]))\n",
    "\n",
    "        # Perform the interpolation within the range of the original x values\n",
    "        excess_chunked_shifted[i] = f(x+20)\n",
    "\n",
    "    y = excess_chunked_shifted.mean(0)\n",
    "    \n",
    "    guess = [x[np.argmax(y)], (x[-1]-x[0])/10, max(y), 0]\n",
    "    try: est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "    except RuntimeError: est = guess; std = np.array(guess)*0+10\n",
    "    plt.plot(x, y, 'o', color='k', marker=markers[j], ms=10)\n",
    "    plt.plot(fine, finey, color='k')\n",
    "    print(est, std)\n",
    "\n",
    "\n",
    "#plt.xlabel('Frequency kHz',fontsize=35)\n",
    "plt.xticks([-25, 0, 25, 50, 75], fontsize=35)\n",
    "plt.xlabel('Frequency $\\omega-\\omega_0$ (kHz)', fontsize=35)\n",
    "plt.ylabel('Number of counts', fontsize=35)\n",
    "plt.yticks([0.2, 0.3, 0.4], fontsize=35)\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "plt.xlim([-25, 75])\n",
    "\n",
    "plt.savefig(f\"bw.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1192,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1753f41a0>"
      ]
     },
     "execution_count": 1192,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fit the chunked array with a lorentzian function and separate good and bad fits fits \n",
    "\n",
    "est_array = []\n",
    "std_array = []\n",
    "for i in range(excess_chunked.shape[0]):\n",
    "    y = excess_chunked[i]\n",
    "    guess = [x[np.argmax(y)], (x[-1]-x[0])/5, max(y), 0]\n",
    "    try: est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "    except RuntimeError: est = guess; std = np.array(guess)*0+10\n",
    "    est_array.append(est)\n",
    "    std_array.append(std)\n",
    "    \n",
    "est_array = np.array(est_array)\n",
    "std_array = np.array(std_array)\n",
    "\n",
    "std_mean = std_array[:,0].mean()\n",
    "std_std = std_array[:,0].std()*0.7\n",
    "mask = (std_mean + std_std)<std_array[:,0] # Main mask separating well fitted chunks\n",
    "mask_index = np.arange(*mask.shape)[mask]\n",
    "\n",
    "fig, axs = plt.subplots(1, 2, figsize=(10,5), tight_layout=True)\n",
    "axs[0].plot(est_array[:,0], time_elapsed, '.')\n",
    "axs[0].set_xlabel('Frequency (kHz)')\n",
    "axs[0].set_ylabel('time (min)')\n",
    "\n",
    "axs[1].plot(std_array[:,0], time_elapsed, 'o')\n",
    "axs[1].plot(std_array[mask,0], time_elapsed[mask], 'ro')\n",
    "axs[1].vlines(std_mean, time_elapsed[0], time_elapsed[-1], linestyle='--', color='k', label=\"Mean\")\n",
    "axs[1].vlines(std_mean + std_std, time_elapsed[0], time_elapsed[-1], linestyle='-.', color='k', label=\"Mean+Std\")\n",
    "\n",
    "axs[1].legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1193,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(172800, 51)"
      ]
     },
     "execution_count": 1193,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Using well fitted data create the dataset for the neural network\n",
    "\n",
    "npts = np.round(excess.shape[0],-3)\n",
    "\n",
    "data_array = []\n",
    "labels = []\n",
    "for ii, start in enumerate(np.linspace(0, npts-chunk_size, npts//chunk_size, dtype = int)):\n",
    "    if ii not in mask_index:\n",
    "        [data_array.append(e) for e in excess[start:start+chunk_size]]\n",
    "        [labels.append(ii) for _ in range(chunk_size)]\n",
    "        \n",
    "data_array=np.array(data_array)\n",
    "labels=np.array(labels)\n",
    "\n",
    "data_array.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1194,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"\\nfrom tensorflow.keras.models import Sequential\\nfrom tensorflow.keras.layers import Dense\\n\\nmodel = Sequential([\\n  Dense(64, activation='relu', input_shape=(data_array.shape[1],)),\\n  Dense(64, activation='relu'),\\n  Dense(1, activation='softmax'),\\n])\\n\\nmodel.compile(\\n  optimizer='adam',\\n  loss='binary_crossentropy',\\n  metrics=['accuracy'],\\n)\\n\\nmodel.fit(\\n  excess_chunked,\\n  est_array[:,0],\\n  epochs=3,\\n  batch_size=100,\\n)\\n\""
      ]
     },
     "execution_count": 1194,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Dense\n",
    "\n",
    "model = Sequential([\n",
    "  Dense(64, activation='relu', input_shape=(data_array.shape[1],)),\n",
    "  Dense(64, activation='relu'),\n",
    "  Dense(1, activation='softmax'),\n",
    "])\n",
    "\n",
    "model.compile(\n",
    "  optimizer='adam',\n",
    "  loss='binary_crossentropy',\n",
    "  metrics=['accuracy'],\n",
    ")\n",
    "\n",
    "model.fit(\n",
    "  excess_chunked,\n",
    "  est_array[:,0],\n",
    "  epochs=3,\n",
    "  batch_size=100,\n",
    ")\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 1.e (Er5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1195,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/Figure1/20230913082240_Spectroscopy_frequency_sweep_fixed_field_amp0.0082.hdf5\n"
     ]
    }
   ],
   "source": [
    "timestamp_list = [\n",
    "    #'20230911154102',\n",
    "    '20230913082240',\n",
    "]\n",
    "\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)\n",
    "            \n",
    "Key_field = list(data_list[0][0].keys())[0]\n",
    "time_axis=data_list[0][0][Key_field]['time_axis']\n",
    "click_array=data_list[0][0][Key_field]['click_array']\n",
    "freq_range=data_list[0][0][Key_field]['freq_range']\n",
    "amplitude_pulse=data_list[0][0][Key_field]['amplitude_pulse']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1196,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4.545454545454545\n"
     ]
    }
   ],
   "source": [
    "print(np.diff(freq_range).mean()*1e-3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1197,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating excess array\n",
      "Integration window 3.60 ms\n",
      "Number of frequency points 23\n",
      "Spectra time 87.7 ms (expected: 82.81)\n",
      "Chunk time 17.5 s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/cc/gch5f6gx5716gr3vpg1glxkm0000gn/T/ipykernel_79155/499839724.py:152: RuntimeWarning: Mean of empty slice.\n",
      "  excess_array.append( data[start:start+chunk_size].mean(0) )\n",
      "/Users/jaime/miniconda3/envs/qj-env/lib/python3.12/site-packages/numpy/core/_methods.py:121: RuntimeWarning: invalid value encountered in divide\n",
      "  ret = um.true_divide(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x700 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initial plot and extraction of data. This plots the data exactly as is from \n",
    "# SingleSpin notebook and serves as a reminder of what are we working with\n",
    "\n",
    "\n",
    "N = 30\n",
    "average_number = click_array.shape[0]\n",
    "cycle_time=(time_axis[1:]-time_axis[:-1]).mean()*1e-6\n",
    "time_hist=time_axis.reshape(N, int(time_axis.shape[0]/N)).mean(-1)*1e-6\n",
    "t_step = time_hist[1]-time_hist[0]\n",
    "\n",
    "integration_index=10 // 2 # Larger t_step\n",
    "integration_index_bg=1\n",
    "excess = click_array[:,:,:integration_index].sum(-1)*t_step\n",
    "\n",
    "moving_average_window = 1\n",
    "x = np.round((freq_range-Photon_IF)/1e3,0)\n",
    "x = moving_average(x, moving_average_window)\n",
    "\n",
    "print('Creating excess array')\n",
    "chunk_size = 200\n",
    "excess_chunked_raw = chunk_average(excess, chunk_size)\n",
    "excess_chunked = np.zeros_like(excess_chunked_raw)[:, moving_average_window-1:]\n",
    "for i in range(excess_chunked_raw.shape[0]):\n",
    "    excess_chunked[i] = moving_average(excess_chunked_raw[i], moving_average_window)\n",
    "excess_chunked = excess_chunked[:-10]\n",
    "################### 2D Plot ###################\n",
    "total_time_freqsweep = (11*60 + 33) - (8*60 + 22) # minutes\n",
    "time_elapsed = np.linspace(0, total_time_freqsweep, excess_chunked.shape[0]).round(1)\n",
    "\n",
    "\n",
    "index_sweep = int(excess_chunked.shape[0] * 150 /total_time_freqsweep)\n",
    "fig, ax = plt.subplots(1, 3, figsize=(6,7), tight_layout=True, gridspec_kw = {'wspace':0, 'hspace':0})\n",
    "\n",
    "plt.sca(ax[0])\n",
    "fn.plot_2d_sweep(\n",
    "    excess_chunked[:index_sweep], \n",
    "    x=x,             ylabel = 'time (min)',\n",
    "    y=time_elapsed[:index_sweep],\n",
    "    cmap = \"Blues\", clabel=False,\n",
    "    horizontal_ticks = True, fontsize = 15, \n",
    ")\n",
    "plt.xticks(*heatmap_ticks(x, [-25, 25]))\n",
    "plt.yticks(*heatmap_ticks(time_elapsed[:index_sweep], [0, 75,  150], flipped=True))\n",
    "plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "for _, spine in plt.gca().spines.items():\n",
    "    spine.set_visible(True)\n",
    "\n",
    "spectra_times = np.linspace(0, total_time_freqsweep, excess.shape[0])\n",
    "spectra_time = np.diff(spectra_times).mean()\n",
    "print(f'Integration window {time_hist[-1]:.2f} ms' + \n",
    "      f'\\nNumber of frequency points {len(freq_range)}' + \n",
    "      f'\\nSpectra time {spectra_time*60_000:.1f} ms (expected: {time_hist[-1]*len(freq_range):.2f})' + \n",
    "      f'\\nChunk time {spectra_time*60*chunk_size:.1f} s')\n",
    "\n",
    "\n",
    "manual_correction_points = np.array([\n",
    "    [0, 0],\n",
    "    [20, 70],\n",
    "    [0, 150],\n",
    "    [10, 170],\n",
    "    [0, time_elapsed[-1]]\n",
    "])\n",
    "\n",
    "manual_correction = np.interp(time_elapsed, manual_correction_points[:,1], manual_correction_points[:,0])\n",
    "\n",
    "est_array = []\n",
    "std_array = []\n",
    "for i in range(excess_chunked.shape[0]):\n",
    "    y = excess_chunked[i]\n",
    "    guess = [x[np.argmax(y)], (x[-1]-x[0])/5, max(y), 0]\n",
    "    try: est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "    except RuntimeError: est = guess; std = np.array(guess)\n",
    "    est_array.append(est)\n",
    "    std_array.append(std)\n",
    "    \n",
    "est_array = np.array(est_array)\n",
    "std_array = np.array(std_array)\n",
    "\n",
    "\n",
    "plt.sca(ax[1])\n",
    "plt.plot(est_array[:index_sweep,0], time_elapsed[:index_sweep], '.')\n",
    "plt.yticks([])\n",
    "plt.xticks([-25, 25], fontsize=15)\n",
    "plt.plot(manual_correction[:index_sweep], time_elapsed[:index_sweep], 'k--')\n",
    "plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "plt.ylim(-1, 151)\n",
    "plt.xlim(-51, 51)\n",
    "plt.xlabel(r'$\\tilde{\\delta}/2\\pi$ (kHz)', fontsize=15)\n",
    "\n",
    "plt.sca(ax[2])\n",
    "plt.plot(est_array[:index_sweep,0]-manual_correction[:index_sweep], time_elapsed[:index_sweep], '.')\n",
    "plt.fill_between([-5, 50], [151, 151], [-1, -1], alpha=0.3, color='indianred')\n",
    "plt.fill_between([-50, -5], [151, 151], [-1, -1], alpha=0.3, color='purple')\n",
    "plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "plt.yticks([])\n",
    "plt.xticks([-25,  25], fontsize=15)\n",
    "plt.ylim(-1, 151)\n",
    "plt.xlim(-51, 51)\n",
    "plt.savefig(f'{FIGURE_PATH}supmat2.pdf')\n",
    "\n",
    "central_freqs.append(est_array[:,0])\n",
    "plt.savefig(f'{FIGURE_PATH}supmat1.pdf')\n",
    "\n",
    "excess_list.append(excess_chunked[:index_sweep])\n",
    "time_list.append(time_elapsed[:index_sweep])\n",
    "freq_list.append(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1198,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "index_sweep = int(excess_chunked.shape[0] * 150 /total_time_freqsweep)\n",
    "plt.figure(figsize=(13,3), tight_layout=True)\n",
    "fn.plot_2d_sweep(\n",
    "    np.flip(excess_chunked[:index_sweep], axis=1).T, \n",
    "    y=x,             #xlabel = r'$\\delta / 2\\pi$ (kHz)',\n",
    "    x=time_elapsed[:index_sweep],\n",
    "    cmap = \"Blues\", clabel=False,\n",
    "    horizontal_ticks = True, fontsize = 35, \n",
    ")\n",
    "plt.yticks(*heatmap_ticks(-x, [25, -25], flipped=False))\n",
    "plt.xticks(*heatmap_ticks(time_elapsed[:index_sweep], [0, 50, 100, 150], flipped=False))\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "for _, spine in plt.gca().spines.items():\n",
    "    spine.set_visible(True)\n",
    "plt.savefig(f'{FIGURE_PATH}e_2d_map.pdf', bbox_inches='tight')\n",
    "   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1199,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "645"
      ]
     },
     "execution_count": 1199,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "excess_chunked.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1200,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "506"
      ]
     },
     "execution_count": 1200,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index_sweep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1201,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(645, 4)"
      ]
     },
     "execution_count": 1201,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "est_array.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1202,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([117, 591])"
      ]
     },
     "execution_count": 1202,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "large_deriv_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1203,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell performs the classification of the states by simply setting \n",
    "# upper and lower boundries for each possible state.\n",
    "\n",
    "# To calculate the boundries we sort the center of the lorentzians and\n",
    "# observe that there are distinct regions where each lorentzian can be located\n",
    "# We can extract their boundries using a threshold in the derivative of the sorted list\n",
    "# This is done using the \"derivative_bound\" function, we require that thresholds should have a point spacing>3\n",
    "\n",
    "f = np.array(est_array[:,0]-manual_correction)\n",
    "s_f = np.sort(f)\n",
    "large_deriv_points = derivative_bound(s_f, derrivative_lower_bound=0.8,point_spacing=50)\n",
    "jumps_f = np.append(large_deriv_points[-1], s_f.shape[0])\n",
    "\n",
    "centers, ranges = [], []\n",
    "start = 0\n",
    "for end in jumps_f:\n",
    "    section = s_f[start:end]\n",
    "    centers.append(section.mean())\n",
    "    ranges.append([section.min()-0.5, section.max()+0.5])\n",
    "    start = end\n",
    "    #print(ranges)\n",
    "    \n",
    "centers = np.array(centers)\n",
    "ranges = np.array(ranges)\n",
    "\n",
    "plt.plot(s_f, '.')\n",
    "plt.vlines(jumps_f, min(f), max(f), color='k')\n",
    "#plt.hlines(centers, 0, len(f), color='k', linestyle='dashed')\n",
    "plt.hlines(ranges[:,1], 0, len(f), color='r', linestyle='dashed')\n",
    "plt.hlines(ranges[:,0], 0, len(f), color='b', linestyle='dashed')\n",
    "plt.xlabel('Arbitrary index')\n",
    "plt.ylabel('Sorted lorentzian center (kHz)')\n",
    "plt.show()\n",
    "\n",
    "def clasify_states(frequencies, ranges):\n",
    "    states = []\n",
    "    for f in frequencies:\n",
    "        assigned_state = -1\n",
    "        for ii, (min_range, max_range) in enumerate(ranges):\n",
    "            if min_range <= f and max_range >= f:\n",
    "                assigned_state = ii\n",
    "                break\n",
    "        states.append(assigned_state)\n",
    "    return states\n",
    "\n",
    "states = clasify_states(f, ranges)\n",
    "states_freq = [centers[i] for i in states]\n",
    "delta_freq = states_freq - f + manual_correction\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(f, '.')\n",
    "plt.plot(states_freq,'k.')\n",
    "plt.xlabel('Chunk index')\n",
    "plt.ylabel('Fit lorentzian center (kHz)')\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(states_freq - f, 'r', alpha=0.3)\n",
    "plt.plot(manual_correction, 'k--', alpha=0.5, label='manual_correction')\n",
    "plt.plot(delta_freq)\n",
    "plt.xlabel('Chunk index')\n",
    "plt.ylabel('Drift (kHz)')\n",
    "plt.legend()\n",
    "plt.title(f\"Standard deviation of drift  = {np.std(delta_freq):.2f} kHz\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1204,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 530x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.stats import norm\n",
    "jumps_l = []\n",
    "\n",
    "thresholds = [20,60]\n",
    "center = est_array[:,0]\n",
    "diff = np.diff(center, prepend=0)\n",
    "mask0 = np.abs(diff) < thresholds[0]\n",
    "\n",
    "masks = []\n",
    "for i in range(len(thresholds)-1):\n",
    "    cond = np.logical_and(np.abs(diff) >= thresholds[i], np.abs(diff) <= thresholds[i+1])\n",
    "    masks.append(cond)\n",
    "\n",
    "\n",
    "fig,ax=plt.subplots(1,1, figsize=(12, 6), tight_layout=True)\n",
    "ax.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "\n",
    "ax.plot(center, time_elapsed, '.', label='Lorentzian center')\n",
    "ax.plot(diff, time_elapsed, '.', label='Differential')\n",
    "for th in thresholds:\n",
    "    ax.vlines( th, time_elapsed[0], time_elapsed[-1], 'k')\n",
    "    ax.vlines(-th, time_elapsed[0], time_elapsed[-1], 'k')\n",
    "ax.legend()\n",
    "\n",
    "bins = np.linspace(-50, 50, 51)\n",
    "center_bins = (bins[1:]+bins[:-1])/2\n",
    "x = np.linspace(bins[0], bins[-1], 1000)\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(5.3,4), sharex=True, tight_layout=True, gridspec_kw = {'wspace':0, 'hspace':0})\n",
    "\n",
    "ax2.set_xlabel(r'$\\Delta\\delta$ (kHz)', fontsize=41)\n",
    "\n",
    "#ax1.set_ylabel(r'Distribution', fontsize=35)  # we already handled the x-label with ax1\n",
    "plt.sca(ax1)\n",
    "plt.yticks([])\n",
    "plt.tick_params(length=10, width=5,pad=10, axis='x')\n",
    "plt.tick_params(length=10, width=5,pad=10, axis='y')\n",
    "\n",
    "hist_drift = ax1.hist(delta_freq-delta_freq.mean(), bins=bins, alpha=0.7, density=True, color='k', label='Drift', edgecolor='k')[0]\n",
    "\n",
    "\n",
    "plt.sca(ax2)\n",
    "bins = np.linspace(-50, 50, 71)\n",
    "center_bins = (bins[1:]+bins[:-1])/2\n",
    "drift = diff[mask0]\n",
    "hist_drift = np.histogram(drift-drift.mean(), bins=bins, density=False)[0]\n",
    "height_drift = max(hist_drift)\n",
    "plt.bar(center_bins, hist_drift, color='tab:blue', edgecolor='tab:blue', alpha=0.7, width=bins[1]-bins[0])\n",
    "popt_drift = norm.fit(drift-drift.mean())\n",
    "#plt.plot(x, norm.pdf(x, *popt_drift), color=fn.colors[0])\n",
    "jumps_l.append(hist_drift)\n",
    "\n",
    "rescales = [10]\n",
    "colors = ['blue', 'indigo']\n",
    "thresholds[-1]=50\n",
    "for i, m in enumerate(masks):\n",
    "    plt.fill_between([thresholds[i], thresholds[i+1]], [400, 400], alpha=0.2, color=colors[i])\n",
    "    plt.fill_between([-thresholds[i], -thresholds[i+1]], [400, 400], alpha=0.2, color=colors[i])\n",
    "    jumps = diff[m]\n",
    "    hist_jump = np.histogram(jumps, bins=bins, density=False)[0]\n",
    "    height_jmp = max(hist_jump)\n",
    "    rescale = height_jmp/height_drift * rescales[i]\n",
    "    plt.bar(center_bins, hist_jump*rescale, color=colors[i], edgecolor=colors[i], alpha=0.7, width=bins[1]-bins[0])\n",
    "    jumps_l.append(hist_jump)\n",
    "\n",
    "\n",
    "plt.xticks([-40, 0, 40], fontsize=41)\n",
    "plt.xlim([-50, 50])\n",
    "plt.yticks([], fontsize=41)\n",
    "plt.ylim([0, 100])\n",
    "plt.tick_params(length=11, width=5,pad=11, axis='x')\n",
    "plt.tick_params(length=11, width=5,pad=11, axis='y')\n",
    "\n",
    "\n",
    "jumps_lists.append(jumps_l)\n",
    "thresholds_list.append(thresholds)\n",
    "fig.savefig(f\"{FIGURE_PATH}jump_histograms_e.pdf\", bbox_inches='tight', )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fullplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1211,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jaime/miniconda3/envs/qj-env/lib/python3.12/site-packages/seaborn/utils.py:61: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  fig.canvas.draw()\n",
      "/Users/jaime/miniconda3/envs/qj-env/lib/python3.12/site-packages/seaborn/utils.py:61: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  fig.canvas.draw()\n",
      "/Users/jaime/miniconda3/envs/qj-env/lib/python3.12/site-packages/seaborn/utils.py:61: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  fig.canvas.draw()\n",
      "/Users/jaime/miniconda3/envs/qj-env/lib/python3.12/site-packages/seaborn/utils.py:61: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  fig.canvas.draw()\n",
      "/Users/jaime/miniconda3/envs/qj-env/lib/python3.12/site-packages/seaborn/utils.py:61: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  fig.canvas.draw()\n",
      "/var/folders/cc/gch5f6gx5716gr3vpg1glxkm0000gn/T/ipykernel_79155/3725355159.py:39: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  plt.savefig(f'{FIGURE_PATH}_fullfig.pdf', bbox_inches='tight')\n",
      "/var/folders/cc/gch5f6gx5716gr3vpg1glxkm0000gn/T/ipykernel_79155/3725355159.py:39: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  plt.savefig(f'{FIGURE_PATH}_fullfig.pdf', bbox_inches='tight')\n",
      "/Users/jaime/miniconda3/envs/qj-env/lib/python3.12/site-packages/IPython/core/pylabtools.py:152: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x700 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['axes.linewidth'] = 3\n",
    "f, axs = plt.subplots(5, 2, gridspec_kw={'wspace':0.17, 'hspace':0, 'width_ratios': [7, 1]}, figsize=(12, 7), tight_layout=True)\n",
    "#f.supylabel(r'$\\delta/2\\pi (kHz)$', fontsize=30)\n",
    "\n",
    "for i in range(5):\n",
    "    plt.sca(axs[i, 0])\n",
    "    fn.plot_2d_sweep(\n",
    "        np.flip(excess_list[i], axis=1).T, \n",
    "        y=freq_list[i],             #xlabel = r'$\\delta / 2\\pi$ (kHz)',\n",
    "        x=time_list[i],\n",
    "        cmap = \"Blues\", clabel=False,\n",
    "        horizontal_ticks = True, fontsize = 20, \n",
    "    )\n",
    "    if i==0:   yy = [50, 0]\n",
    "    elif i==3: yy = [0, -50]\n",
    "    else:      yy = [25, -25]\n",
    "    plt.yticks(*heatmap_ticks(-freq_list[i], yy, flipped=False))\n",
    "    if i==4: \n",
    "        plt.xticks(*heatmap_ticks(time_list[i], [0, 60, 120], flipped=False))\n",
    "        plt.xlabel('time, t (min)')\n",
    "    else: plt.xticks(*heatmap_ticks(time_list[i], [], flipped=False))\n",
    "    plt.tick_params(length=7, width=3,pad=10,top=False,right=False)\n",
    "    for _, spine in plt.gca().spines.items():\n",
    "        spine.set_visible(True)\n",
    "\n",
    "    if i==1:\n",
    "        ind = len(excess_list[i])\n",
    "        plt.plot(fullplot_time[:ind]*2.57, central_freqs[i][-ind:]*0.5+25, 'k', alpha=0.7, lw=2)\n",
    "        \n",
    "        \n",
    "\n",
    "    plt.sca(axs[i, 1])\n",
    "    bins = np.linspace(-max(freq_list[i]), -min(freq_list[i]), 50)\n",
    "    plt.hist(-central_freqs[i], bins=bins, orientation='horizontal', edgecolor='tab:blue')\n",
    "    plt.yticks(yy, [])\n",
    "    plt.xticks([])\n",
    "    plt.tick_params(length=7, width=3,pad=10,top=False,right=False)\n",
    "    \n",
    "plt.savefig(f'{FIGURE_PATH}_fullfig.pdf', bbox_inches='tight')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1138,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "x0 = 0.04 kHz, sigma =  3.26 kHz, d_x0 = 0.04 kHz\n",
      "\n",
      "x0 = 0.01 kHz, sigma =  1.77 kHz, d_x0 = 0.01 kHz\n",
      "x0 = -20.92 kHz, sigma =  2.00 kHz, d_x0 = 0.41 kHz\n",
      "\n",
      "x0 = -0.00 kHz, sigma =  1.47 kHz, d_x0 = 0.01 kHz\n",
      "x0 = -36.32 kHz, sigma =  2.18 kHz, d_x0 = 0.41 kHz\n",
      "\n",
      "x0 = -0.06 kHz, sigma =  3.29 kHz, d_x0 = 0.09 kHz\n",
      "x0 = -39.41 kHz, sigma =  2.38 kHz, d_x0 = 0.38 kHz\n"
     ]
    },
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[1138], line 9\u001b[0m\n\u001b[1;32m      7\u001b[0m rescales \u001b[38;5;241m=\u001b[39m [[],[\u001b[38;5;241m5000\u001b[39m],[\u001b[38;5;241m100\u001b[39m],[\u001b[38;5;241m1000\u001b[39m,\u001b[38;5;241m12\u001b[39m],[\u001b[38;5;241m10\u001b[39m]]\n\u001b[1;32m      8\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m j \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m5\u001b[39m):\n\u001b[0;32m----> 9\u001b[0m     thresholds \u001b[38;5;241m=\u001b[39m \u001b[43mthresholds_list\u001b[49m\u001b[43m[\u001b[49m\u001b[43mj\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m     10\u001b[0m     plt\u001b[38;5;241m.\u001b[39msca(axs[j])\n\u001b[1;32m     11\u001b[0m     bins \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mlinspace(\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m50\u001b[39m, \u001b[38;5;241m50\u001b[39m, \u001b[38;5;241m71\u001b[39m)\n",
      "\u001b[0;31mIndexError\u001b[0m: list index out of range"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x700 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def gaussian(x, a, x0, sigma):\n",
    "    return a*np.exp(-(x-x0)**2/(2*sigma**2))\n",
    "plt.rcParams['axes.linewidth'] = 1\n",
    "\n",
    "\n",
    "f, axs = plt.subplots(5, 1, gridspec_kw={'wspace':0, 'hspace':0}, figsize=(3, 7), tight_layout=True)\n",
    "rescales = [[],[5000],[100],[1000,12],[10]]\n",
    "for j in range(5):\n",
    "    thresholds = thresholds_list[j]\n",
    "    plt.sca(axs[j])\n",
    "    bins = np.linspace(-50, 50, 71)\n",
    "    center_bins = (bins[1:]+bins[:-1])/2\n",
    "    hist_drift = jumps_lists[j][0]\n",
    "    height_drift = max(hist_drift)\n",
    "\n",
    "    guess = [max(hist_drift), center_bins[np.argmax(hist_drift)], (center_bins[-1]-center_bins[0])/10]\n",
    "    est, std, finex, finey = fn.fit_function(guess, gaussian, center_bins, hist_drift)\n",
    "    print(f'\\nx0 = {est[1]:.2f} kHz, sigma =  {est[2]:.2f} kHz, d_x0 = {std[1]:.2f} kHz')\n",
    "\n",
    "    plt.bar(center_bins, hist_drift, color='tab:blue', edgecolor='tab:blue', alpha=0.7, width=bins[1]-bins[0])\n",
    "    plt.plot(finex, finey, color='black', alpha=0.7)\n",
    "\n",
    "    colors = ['mediumslateblue', 'seagreen']\n",
    "    thresholds[-1]=50\n",
    "    for i in range(len(jumps_lists[j])-1):\n",
    "        plt.fill_between([thresholds[i], thresholds[i+1]], [400, 400], alpha=0.2, color=colors[i])\n",
    "        plt.fill_between([-thresholds[i], -thresholds[i+1]], [400, 400], alpha=0.2, color=colors[i])\n",
    "        jumps = diff[m]\n",
    "        hist_jump = jumps_lists[j][1+i]\n",
    "        height_jmp = max(hist_jump)\n",
    "        rescale = height_jmp/height_drift * rescales[j][i]\n",
    "\n",
    "        y = hist_jump*rescale\n",
    "        yy = abs(y)\n",
    "        guess = [max(yy), center_bins[np.argmax(yy)], (center_bins[-1]-center_bins[0])/10]\n",
    "        est, std, finex, finey = fn.fit_function(guess, gaussian, center_bins, yy)\n",
    "        print(f'x0 = {est[1]:.2f} kHz, sigma =  {est[2]:.2f} kHz, d_x0 = {std[1]:.2f} kHz')\n",
    "\n",
    "        plt.bar(center_bins, y, color=colors[i], edgecolor=colors[i], alpha=0.7, width=bins[1]-bins[0])\n",
    "        plt.plot(finex, finey, color='black', alpha=0.7)\n",
    "        plt.plot(-finex, finey, color='black', alpha=0.7)\n",
    "    \n",
    "    \n",
    "\n",
    "    plt.xlim([-50, 50])\n",
    "    plt.ylim([0, max(hist_drift)*1.1])\n",
    "    if j==4:\n",
    "        plt.xticks([-40, 0, 40], fontsize=15)\n",
    "        plt.yticks([], fontsize=30)\n",
    "        plt.xlabel(r'$\\Delta \\delta (kHz)$', fontsize=15)\n",
    "    else:\n",
    "        plt.xticks([])\n",
    "        plt.yticks([])\n",
    "plt.savefig(f'{FIGURE_PATH}_fullfig_side.pdf', bbox_inches='tight')\n",
    "plt.rcParams['axes.linewidth'] = 3\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1005,
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[1005], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m ind \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m20\u001b[39m\n\u001b[1;32m      2\u001b[0m xx \u001b[38;5;241m=\u001b[39m fullplot_time[:ind]\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m2.57\u001b[39m\n\u001b[0;32m----> 3\u001b[0m yy \u001b[38;5;241m=\u001b[39m \u001b[43mcentral_freqs\u001b[49m\u001b[43m[\u001b[49m\u001b[43mi\u001b[49m\u001b[43m]\u001b[49m[:ind]\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m0.5\u001b[39m\u001b[38;5;241m+\u001b[39m\u001b[38;5;241m25\u001b[39m\n\u001b[1;32m      4\u001b[0m f, axs \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39msubplots(\u001b[38;5;241m2\u001b[39m, \u001b[38;5;241m1\u001b[39m, gridspec_kw\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mwspace\u001b[39m\u001b[38;5;124m'\u001b[39m:\u001b[38;5;241m0\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhspace\u001b[39m\u001b[38;5;124m'\u001b[39m:\u001b[38;5;241m0\u001b[39m}, figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m3.5\u001b[39m, \u001b[38;5;241m1.7\u001b[39m), tight_layout\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m      6\u001b[0m plt\u001b[38;5;241m.\u001b[39msca(axs[\u001b[38;5;241m0\u001b[39m])\n",
      "\u001b[0;31mIndexError\u001b[0m: list index out of range"
     ]
    }
   ],
   "source": [
    "ind = 20\n",
    "xx = fullplot_time[:ind]*2.57\n",
    "yy = central_freqs[i][:ind]*0.5+25\n",
    "f, axs = plt.subplots(2, 1, gridspec_kw={'wspace':0, 'hspace':0}, figsize=(3.5, 1.7), tight_layout=True)\n",
    "\n",
    "plt.sca(axs[0])\n",
    "plt.plot(xx, yy, 'k', lw=5)\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.ylim(5, 45)\n",
    "\n",
    "plt.sca(axs[1])\n",
    "plt.plot(xx, np.diff(yy, prepend=yy[0]), 'ok', alpha=0.7, lw=2, ms=10)\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.ylim(-35, 35)\n",
    "\n",
    "plt.savefig(f'{FIGURE_PATH}inset.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([8.60304053, 0.38235598, 0.38235599])"
      ]
     },
     "execution_count": 239,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "std"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extra analysis on trace d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "timestamp_list = [\n",
    "    '20231211231809',\n",
    "]\n",
    "\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)\n",
    "            \n",
    "Key_field = list(data_list[0][0].keys())[0]\n",
    "time_axis=data_list[0][0][Key_field]['time_axis']\n",
    "click_array=data_list[0][0][Key_field]['click_array']\n",
    "freq_range=data_list[0][0][Key_field]['freq_range']\n",
    "amplitude_pulse=data_list[0][0][Key_field]['amplitude_pulse']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initial plot and extraction of data. This plots the data exactly as is from \n",
    "# SingleSpin notebook and serves as a reminder of what are we working with\n",
    "\n",
    "\n",
    "N = 30\n",
    "average_number = click_array.shape[0]\n",
    "cycle_time=(time_axis[1:]-time_axis[:-1]).mean()*1e-6\n",
    "time_hist=time_axis.reshape(N, int(time_axis.shape[0]/N)).mean(-1)*1e-6\n",
    "t_step = time_hist[1]-time_hist[0]\n",
    "\n",
    "integration_index=10\n",
    "integration_index_bg=1\n",
    "excess=(click_array.mean(0)[:,:integration_index].sum(-1)-0*click_array.mean(0)[:,-integration_index_bg:].mean(-1)*integration_index)*t_step\n",
    "\n",
    "x = np.round((freq_range-Photon_IF)/1e3,0)\n",
    "chunk_size = 200\n",
    "excess = click_array[:,:,:integration_index].sum(-1)*t_step\n",
    "excess_chunked = chunk_average(excess, chunk_size)\n",
    "\n",
    "################### 2D Plot ###################\n",
    "total_time_freqsweep = 642 # minutes\n",
    "time_elapsed = np.linspace(0, total_time_freqsweep, excess_chunked.shape[0]).round(1)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(5,9), tight_layout=True)\n",
    "fn.plot_2d_sweep(\n",
    "    excess_chunked, \n",
    "    x=x,             xlabel = r'$\\delta / 2\\pi$ (kHz)',\n",
    "    y=time_elapsed,\n",
    "    cmap = \"Blues\", clabel=False,\n",
    "    horizontal_ticks = True, fontsize = 35, \n",
    ")\n",
    "plt.xticks(*heatmap_ticks(x, [-25, 25, 75]))\n",
    "plt.yticks(*heatmap_ticks(time_elapsed, [0, 300,  600], flipped=True))\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "for _, spine in plt.gca().spines.items():\n",
    "    spine.set_visible(True)\n",
    "   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "manual_correction_points = np.array([\n",
    "    [23, 0],\n",
    "    [27, 200],\n",
    "    [20, 250],\n",
    "    [22, 300],\n",
    "    [20, 400],\n",
    "    [26, 450],\n",
    "    [23, 600],\n",
    "    [40, time_elapsed[-1]]\n",
    "])\n",
    "\n",
    "manual_correction = np.interp(time_elapsed, manual_correction_points[:,1], manual_correction_points[:,0])\n",
    "\n",
    "fit_est_array = []\n",
    "for i in range(excess_chunked.shape[0]):\n",
    "    y = excess_chunked[i]\n",
    "    guess = [x[np.argmax(y)], (x[-1]-x[0])/5, max(y), 0]\n",
    "    try: est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "    except RuntimeError: est = guess; std = np.array(guess)\n",
    "    fit_est_array.append(est)\n",
    "    \n",
    "fit_est_array = np.array(fit_est_array)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(10,5), tight_layout=True)\n",
    "ax[0].plot(fit_est_array[:,0], time_elapsed, '.')\n",
    "ax[0].set_xlabel('Frequency (kHz)')\n",
    "ax[0].set_ylabel('time (min)')\n",
    "ax[0].plot(manual_correction, time_elapsed, 'k--')\n",
    "\n",
    "ax[1].plot(fit_est_array[:,0]-manual_correction, time_elapsed, '.')\n",
    "ax[1].set_xlabel('Frequency (kHz)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating excess array\n",
      "0 out of 655                                                                  \r"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/cc/gch5f6gx5716gr3vpg1glxkm0000gn/T/ipykernel_97102/2236461558.py:149: RuntimeWarning: Mean of empty slice.\n",
      "  excess_array.append( data[start:start+chunk_size].mean(0) )\n",
      "/Users/jaime/miniconda3/envs/qj-env/lib/python3.12/site-packages/numpy/core/_methods.py:121: RuntimeWarning: invalid value encountered in divide\n",
      "  ret = um.true_divide(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "400 out of 655                                                                \r"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/cc/gch5f6gx5716gr3vpg1glxkm0000gn/T/ipykernel_97102/2605371906.py:57: RuntimeWarning: Number of calls to function has reached maxfev = 1600.\n",
      "  popt, pcov = leastsq( res_multi_lorentz, x0=guess, args=( xData, yData ) )\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "600 out of 655                                                                \r"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.optimize import leastsq\n",
    "from scipy.signal import find_peaks\n",
    "\n",
    "def lorentzian( x, x0, a, gam ):\n",
    "    return a * gam**2 / ( gam**2 + ( x - x0 )**2 )\n",
    "\n",
    "def multi_lorentz( x, params ):\n",
    "    off = params[0]\n",
    "    paramsRest = params[1:]\n",
    "    assert not ( len( paramsRest ) % 3 )\n",
    "    return off + sum( [ lorentzian( x, *paramsRest[ i : i+3 ] ) for i in range( 0, len( paramsRest ), 3 ) ] )\n",
    "\n",
    "def res_multi_lorentz( params, xData, yData ):\n",
    "    diff = [ multi_lorentz( x, params ) - y for x, y in zip( xData, yData ) ]\n",
    "    return diff\n",
    "\n",
    "moving_average_window = 3\n",
    "x = np.round((freq_range-Photon_IF)/1e3,0)\n",
    "xData = moving_average(x, moving_average_window)\n",
    "\n",
    "print('Creating excess array')\n",
    "chunk_size = 200\n",
    "excess_chunked_raw = chunk_average(excess, chunk_size)\n",
    "excess_chunked = np.zeros_like(excess_chunked_raw)[:, moving_average_window-1:]\n",
    "for i in range(excess_chunked_raw.shape[0]):\n",
    "    excess_chunked[i] = moving_average(excess_chunked_raw[i], moving_average_window)\n",
    "\n",
    "est_array = []\n",
    "std_array = []\n",
    "peaks = []\n",
    "peak_properties = []\n",
    "guess_array=[]\n",
    "for i in range(len(excess_chunked)):\n",
    "    if i%100 == 0: fn.PrintStatic(f'{i} out of {excess_chunked.shape[0]}')\n",
    "    yData = excess_chunked[i]\n",
    "\n",
    "    yGround = np.min( yData )\n",
    "    yData = yData - yGround\n",
    "    yAmp = np.max( yData )\n",
    "    yData = yData / yAmp \n",
    "\n",
    "    #initial properties of peaks \n",
    "    pk, properties = find_peaks( yData, height = 0.2, width = 4, distance=6, prominence=0.2)#, prominence=0.1 )\n",
    "    #extract peak heights and fwhm \n",
    "    I = properties [ 'peak_heights' ]\n",
    "    fwhm = properties[ 'widths' ]\n",
    "\n",
    "    guess = [0]\n",
    "    for i in range( len( pk ) ): \n",
    "        guess.append( xData[pk[i]] )\n",
    "        guess.append( I[i] )\n",
    "        guess.append( fwhm[i] ) \n",
    "\n",
    "    guess=np.array( guess )\n",
    "    popt, pcov = leastsq( res_multi_lorentz, x0=guess, args=( xData, yData ) )\n",
    "\n",
    "    est_array.append(popt)\n",
    "    guess_array.append(guess)\n",
    "    std_array.append(pcov)\n",
    "    peaks.append(pk)\n",
    "    peak_properties.append(properties)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x17d8be510>]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask_pk = np.array([len(pk ) for pk in peaks])>=3\n",
    "plt.plot(mask_pk)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "Cell to check how well the peak fitting algorithm worked. \n",
    "A mask is created where the std is larger than a threshold value.\n",
    "The different parameters of the peak finding and fitting are shown for debugging\n",
    "\"\"\"\n",
    "\n",
    "import random\n",
    "funcs = [fn.lorentz, double_lorentz, triple_lorentz]\n",
    "\n",
    "y =  np.array(std_array)\n",
    "x = np.arange(len(y))\n",
    "plt.plot(x, y)\n",
    "plt.plot(x[y>1], y[y>1], '.')\n",
    "plt.ylim([0, 6])\n",
    "\n",
    "mask = x[y>1]\n",
    "print(len(mask))\n",
    "\n",
    "#i = random.choice(mask)\n",
    "i = random.randint(0, len(est_array))\n",
    "print(i)\n",
    "plt.vlines(i, 0, 50, 'k', lw=3)\n",
    "\n",
    "plt.figure()\n",
    "yData = excess_chunked[i]\n",
    "yGround = np.min( yData )\n",
    "yData = yData - yGround\n",
    "yAmp = np.max( yData )\n",
    "yData = yData / yAmp \n",
    "\n",
    "I = peak_properties[i] [ 'peak_heights' ]\n",
    "fwhm = peak_properties[i][ 'widths' ]\n",
    "\n",
    "guess = [0]\n",
    "for j in range( len( peaks[i] ) ): \n",
    "    guess.append( xData[peaks[i][j]] )\n",
    "    guess.append( I[j] )\n",
    "    guess.append( fwhm[j] ) \n",
    "\n",
    "guess=np.array( guess )\n",
    "\n",
    "print(xData[peaks[i]], peak_properties[i])\n",
    "plt.plot(xData, yData)\n",
    "plt.plot(xData, multi_lorentz(xData, est_array[i]))\n",
    "plt.xlabel('Frequency (kHz)')\n",
    "plt.ylabel('Normalized counts')\n",
    "print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "Plot the centers of the peaks and find the separators between each other by fitting the sorted list of points to 4 error functions.\n",
    "The missassignment probability is calculated by evaluating each error function at each the separator frequency.\n",
    "\"\"\"\n",
    "\n",
    "from scipy.special import erf\n",
    "\n",
    "def normal_cdf( x, x0, a, gam ):\n",
    "    #return a * np.arctan( (x - x0) / gam ) / np.pi + 0.5\n",
    "    return a * 0.5 * (1 + erf((x-x0)/gam))\n",
    "\n",
    "def multi_normal_cdf( x, params ):\n",
    "    off = params[0]\n",
    "    restParams = params[1:]\n",
    "    assert not ( len( restParams ) % 3 )\n",
    "    return off + sum( [ normal_cdf( x, *restParams[ i : i+3 ] ) for i in range( 0, len( restParams ), 3 ) ] )\n",
    "\n",
    "def res_multi_normal_cdf( params, xData, yData ):\n",
    "    diff = [ multi_normal_cdf( x, params ) - y for x, y in zip( xData, yData ) ]\n",
    "    return diff\n",
    "\n",
    "time_elapsed = np.linspace(0, total_time_freqsweep, excess_chunked.shape[0])\n",
    "manual_correction = np.interp(time_elapsed, manual_correction_points[:,1], manual_correction_points[:,0])\n",
    "\n",
    "all_peaks_corr = []\n",
    "all_peaks = []\n",
    "for i, est in enumerate(est_array):\n",
    "    [all_peaks_corr.append(f-manual_correction[i]) for f in est[1::3]]\n",
    "    [all_peaks.append(f) for f in est[1::3]]\n",
    "\n",
    "guess = [ 0,\n",
    "         -35, 0.5, 1, \n",
    "          -0, 1.5, 1, \n",
    "           10, 0.5, 1, \n",
    "          30, 1.5, 1, ]\n",
    "\n",
    "\n",
    "plt.figure()\n",
    "x = np.sort(all_peaks_corr)\n",
    "y = np.arange(len(x)) / len(x) * 4\n",
    "\n",
    "popt, pcov = leastsq( res_multi_normal_cdf, x0=guess, args=( x, y ))\n",
    "\n",
    "plt.plot(x, y, label='Normalized Data')\n",
    "plt.plot(x, multi_normal_cdf(x, popt), label='Erf Fit')\n",
    "centers = popt[1::3]\n",
    "separation = [(centers[i]+centers[i+1])/2 for i in range(3)]\n",
    "plt.vlines(separation, y[0], y[-1], 'k', label='separators')\n",
    "plt.xlabel('Frequency (kHz)')\n",
    "plt.ylabel('Cumulative distribution')\n",
    "plt.xlim(-40, 40)\n",
    "plt.legend()\n",
    "\n",
    "gauss_popt = [popt[1+i*3:4+i*3] for i in range(4)]\n",
    "\n",
    "# Calculate missassignment probability for each state\n",
    "missassignment = np.zeros(4)\n",
    "\n",
    "\n",
    "missassignment[0] += normal_cdf(x[0], *gauss_popt[0])/gauss_popt[0][1]\n",
    "for i in range(3):\n",
    "    # From the left\n",
    "    missassignment[i+1] += normal_cdf(separation[i], *gauss_popt[i+1])/gauss_popt[i+1][1]\n",
    "\n",
    "    # From the right\n",
    "    missassignment[i] += (gauss_popt[i][1] - normal_cdf(separation[0], *gauss_popt[0]))/gauss_popt[i][1]\n",
    "\n",
    "print('Missassignment probabilities: ', np.round(missassignment*1e2, 4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def freq_to_peak(freq, separators):\n",
    "    separators = np.sort(separators)\n",
    "    separators = np.insert(separators, 0, -np.inf)\n",
    "    separators = np.append(separators, +np.inf)\n",
    "    for ii in range(len(separators)-1):\n",
    "        if freq >= separators[ii] and freq < separators[ii+1]:\n",
    "            return ii\n",
    "\n",
    "\n",
    "# Now that we can assign a peak number to a frequency, we set the strength of each peak as a function of time\n",
    "peak_strengths = np.zeros([len(peaks), 4])\n",
    "for i in range(len(peaks)):\n",
    "    strength = peak_properties[i]['prominences'] / sum(peak_properties[i]['prominences'])\n",
    "    \n",
    "    for peak_index, s in zip(peaks[i], strength):\n",
    "        peak_freq = xData[peak_index] - manual_correction[i]\n",
    "        peak = freq_to_peak(peak_freq, separation)\n",
    "        peak_strengths[i, peak] = s\n",
    "    \n",
    "    #if sum(peak_strengths[i]) < 0.9: print(i, peak_strengths[i], strength, xData[peaks[i]]- manual_correction[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "plt.figure(figsize=(15, 7))\n",
    "start = 0\n",
    "length = 100\n",
    "plt.plot(peak_strengths[start:start+length])\n",
    "plt.xlabel('index')\n",
    "plt.ylabel('Peak strength')\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.optimize import leastsq\n",
    "from scipy.signal import find_peaks\n",
    "\n",
    "def lorentzian( x, x0, a, gam ):\n",
    "    return a * gam**2 / ( gam**2 + ( x - x0 )**2 )\n",
    "\n",
    "def multi_lorentz( x, params ):\n",
    "    off = params[0]\n",
    "    paramsRest = params[1:]\n",
    "    assert not ( len( paramsRest ) % 3 )\n",
    "    return off + sum( [ lorentzian( x, *paramsRest[ i : i+3 ] ) for i in range( 0, len( paramsRest ), 3 ) ] )\n",
    "\n",
    "def res_multi_lorentz( params, xData, yData ):\n",
    "    diff = [ multi_lorentz( x, params ) - y for x, y in zip( xData, yData ) ]\n",
    "    return diff\n",
    "\n",
    "moving_average_window = 6\n",
    "x = np.round((freq_range-Photon_IF)/1e3,0)\n",
    "xData = moving_average(x, moving_average_window)\n",
    "\n",
    "print('Creating excess array')\n",
    "chunk_size = 500\n",
    "excess_chunked = np.zeros_like(excess)[chunk_size:, moving_average_window-1:]\n",
    "for i in range(excess.shape[0] - chunk_size):\n",
    "    excess_chunked[i] = moving_average(excess[i:chunk_size+i].mean(0), moving_average_window)\n",
    "\n",
    "est_array = []\n",
    "std_array = []\n",
    "peaks = []\n",
    "peak_properties = []\n",
    "for i in range(len(excess_chunked)):\n",
    "    if i%1000 == 0: fn.PrintStatic(f'{i} out of {excess_chunked.shape[0]}')\n",
    "    yData = excess_chunked[i]\n",
    "\n",
    "    yGround = np.min( yData )\n",
    "    yData = yData - yGround\n",
    "    yAmp = np.max( yData )\n",
    "    yData = yData / yAmp \n",
    "\n",
    "    #initial properties of peaks \n",
    "    pk, properties = find_peaks( yData, height = 0.1, width = 4, distance=6, prominence=0.1)#, prominence=0.1 )\n",
    "    #extract peak heights and fwhm \n",
    "    I = properties [ 'peak_heights' ]\n",
    "    fwhm = properties[ 'widths' ]\n",
    "\n",
    "    guess = [0]\n",
    "    for i in range( len( pk ) ): \n",
    "        guess.append( xData[pk[i]] )\n",
    "        guess.append( I[i] )\n",
    "        guess.append( fwhm[i] ) \n",
    "\n",
    "    guess=np.array( guess )\n",
    "    popt, pcov = leastsq( res_multi_lorentz, x0=guess, args=( xData, yData ) )\n",
    "\n",
    "    est_array.append(popt)\n",
    "    std_array.append(pcov)\n",
    "    peaks.append(pk)\n",
    "    peak_properties.append(properties)\n",
    "\n",
    "    \"\"\"\n",
    "    testData = [ multi_lorentz( x, popt ) for x in xData ]\n",
    "    fitData = [ yGround + yAmp * multi_lorentz( x, popt ) for x in xData ]\n",
    "\n",
    "    fig= plt.figure( figsize=( 10, 5 ) )\n",
    "    ax= fig.add_subplot( 2, 1, 1 )\n",
    "    bx= fig.add_subplot( 2, 1, 2 )\n",
    "    ax.plot( xData[pk], yData[pk], 'o', ms=5 )\n",
    "    ax.plot( xData, yData, 'ok', ms=1 )\n",
    "    ax.plot( xData, testData , 'r--', lw=0.5 )\n",
    "    bx.plot( xData, fitData )\n",
    "    plt.show()\n",
    "    \"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib widget\n",
    "\n",
    "diff = np.diff(fit_est_array[:,0], prepend=0)\n",
    "drift_correction = np.zeros_like(diff)\n",
    "\n",
    "threshold=5\n",
    "\n",
    "current_drift = 0\n",
    "for ii, d in enumerate(diff):\n",
    "    if np.abs(d)<threshold:\n",
    "        current_drift += d\n",
    "    drift_correction[ii] = current_drift\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(10,5), tight_layout=True)\n",
    "ax[0].plot(fit_est_array[:,0], time_elapsed, '.')\n",
    "ax[0].plot(drift_correction, time_elapsed, '.')\n",
    "ax[0].set_xlabel('Frequency (kHz)')\n",
    "ax[0].set_ylabel('time (min)')\n",
    "\n",
    "ax[1].plot(fit_est_array[:,0]-drift_correction, time_elapsed, '.')\n",
    "ax[1].set_xlabel('Frequency (kHz)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "plt.figure()\n",
    "plt.scatter(fit_est_array[:,0],diff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "manual_correction_points = np.array([\n",
    "    [23, 0],\n",
    "    [27, 200],\n",
    "    [20, 250],\n",
    "    [22, 300],\n",
    "    [20, 400],\n",
    "    [26, 450],\n",
    "    [23, 600],\n",
    "    [40, time_elapsed[-1]]\n",
    "])\n",
    "\n",
    "manual_correction = np.interp(time_elapsed, manual_correction_points[:,1], manual_correction_points[:,0])\n",
    "\n",
    "fit_est_array = []\n",
    "for i in range(excess_chunked.shape[0]):\n",
    "    y = excess_chunked[i]\n",
    "    guess = [x[np.argmax(y)], (x[-1]-x[0])/5, max(y), 0]\n",
    "    try: est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "    except RuntimeError: est = guess; std = np.array(guess)\n",
    "    fit_est_array.append(est)\n",
    "    \n",
    "fit_est_array = np.array(fit_est_array)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(10,5), tight_layout=True)\n",
    "ax[0].plot(fit_est_array[:,0], time_elapsed, '.')\n",
    "ax[0].set_xlabel('Frequency (kHz)')\n",
    "ax[0].set_ylabel('time (min)')\n",
    "ax[0].plot(manual_correction, time_elapsed, 'k--')\n",
    "\n",
    "ax[1].plot(fit_est_array[:,0]-manual_correction, time_elapsed, '.')\n",
    "ax[1].set_xlabel('Frequency (kHz)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.arange(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "moving_average(np.arange(10), n=6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import signal\n",
    "\n",
    "def moving_average(a, n=3):\n",
    "    ret = np.cumsum(a, dtype=float)\n",
    "    ret[n:] = ret[n:] - ret[:-n]\n",
    "    return ret[n - 1:] / n\n",
    "\n",
    "def peak_identifier(data, max_peak_num=3, peak_width=2, peak_distance=7, search_depth=5, moving_average_window=1):\n",
    "    \"\"\" \n",
    "    For identifying the number and positions (element wise) of peaks in a trace given that peak distance & peak width  > \"peak_width\"\n",
    "    !! Takes a moving average (\"moving_average_window\") so the output points are for the averaged array !!\n",
    "    \"\"\"\n",
    "    peak_positions = []\n",
    "    for array in data:\n",
    "        avg_array = moving_average(array,moving_average_window)-min(moving_average(array,moving_average_window))\n",
    "        peak_vals = signal.find_peaks(avg_array,height=(max(avg_array)-min(avg_array))/5,distance=peak_distance,width=peak_width)\n",
    "        number_of_peaks = len(peak_vals[0])\n",
    "        i=1\n",
    "        while number_of_peaks>max_peak_num and i< search_depth:\n",
    "            peak_vals = signal.find_peaks(avg_array,height=(max(avg_array)-min(avg_array))/4,distance=peak_distance,width=i+peak_width)\n",
    "            number_of_peaks = len(peak_vals[0])\n",
    "            i += 1\n",
    "        a = []\n",
    "        [a.append(peak_vals[0][j]) for j in range(len(peak_vals[0]))]\n",
    "        peak_positions.append(a)\n",
    "    return peak_positions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.optimize import leastsq\n",
    "from scipy.signal import find_peaks\n",
    "\n",
    "def lorentzian( x, x0, a, gam ):\n",
    "    return a * gam**2 / ( gam**2 + ( x - x0 )**2 )\n",
    "\n",
    "def multi_lorentz( x, params ):\n",
    "    off = params[0]\n",
    "    paramsRest = params[1:]\n",
    "    assert not ( len( paramsRest ) % 3 )\n",
    "    return off + sum( [ lorentzian( x, *paramsRest[ i : i+3 ] ) for i in range( 0, len( paramsRest ), 3 ) ] )\n",
    "\n",
    "def res_multi_lorentz( params, xData, yData ):\n",
    "    diff = [ multi_lorentz( x, params ) - y for x, y in zip( xData, yData ) ]\n",
    "    return diff\n",
    "\n",
    "moving_average_window = 6\n",
    "x = np.round((freq_range-Photon_IF)/1e3,0)\n",
    "xData = moving_average(x, moving_average_window)\n",
    "\n",
    "print('Creating excess array')\n",
    "chunk_size = 500\n",
    "excess_chunked = np.zeros_like(excess)[chunk_size:, moving_average_window-1:]\n",
    "for i in range(excess.shape[0] - chunk_size):\n",
    "    excess_chunked[i] = moving_average(excess[i:chunk_size+i].mean(0), moving_average_window)\n",
    "\n",
    "est_array = []\n",
    "std_array = []\n",
    "peaks = []\n",
    "peak_properties = []\n",
    "for i in range(len(excess_chunked)):\n",
    "    if i%1000 == 0: fn.PrintStatic(f'{i} out of {excess_chunked.shape[0]}')\n",
    "    yData = excess_chunked[i]\n",
    "\n",
    "    yGround = np.min( yData )\n",
    "    yData = yData - yGround\n",
    "    yAmp = np.max( yData )\n",
    "    yData = yData / yAmp \n",
    "\n",
    "    #initial properties of peaks \n",
    "    pk, properties = find_peaks( yData, height = 0.1, width = 4, distance=6, prominence=0.1)#, prominence=0.1 )\n",
    "    #extract peak heights and fwhm \n",
    "    I = properties [ 'peak_heights' ]\n",
    "    fwhm = properties[ 'widths' ]\n",
    "\n",
    "    guess = [0]\n",
    "    for i in range( len( pk ) ): \n",
    "        guess.append( xData[pk[i]] )\n",
    "        guess.append( I[i] )\n",
    "        guess.append( fwhm[i] ) \n",
    "\n",
    "    guess=np.array( guess )\n",
    "    popt, pcov = leastsq( res_multi_lorentz, x0=guess, args=( xData, yData ) )\n",
    "\n",
    "    est_array.append(popt)\n",
    "    std_array.append(pcov)\n",
    "    peaks.append(pk)\n",
    "    peak_properties.append(properties)\n",
    "\n",
    "    \"\"\"\n",
    "    testData = [ multi_lorentz( x, popt ) for x in xData ]\n",
    "    fitData = [ yGround + yAmp * multi_lorentz( x, popt ) for x in xData ]\n",
    "\n",
    "    fig= plt.figure( figsize=( 10, 5 ) )\n",
    "    ax= fig.add_subplot( 2, 1, 1 )\n",
    "    bx= fig.add_subplot( 2, 1, 2 )\n",
    "    ax.plot( xData[pk], yData[pk], 'o', ms=5 )\n",
    "    ax.plot( xData, yData, 'ok', ms=1 )\n",
    "    ax.plot( xData, testData , 'r--', lw=0.5 )\n",
    "    bx.plot( xData, fitData )\n",
    "    plt.show()\n",
    "    \"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "Cell to check how well the peak fitting algorithm worked. \n",
    "A mask is created where the std is larger than a threshold value.\n",
    "The different parameters of the peak finding and fitting are shown for debugging\n",
    "\"\"\"\n",
    "\n",
    "import random\n",
    "funcs = [fn.lorentz, double_lorentz, triple_lorentz]\n",
    "\n",
    "y =  np.array(std_array)\n",
    "x = np.arange(len(y))\n",
    "plt.plot(x, y)\n",
    "plt.plot(x[y>1], y[y>1], '.')\n",
    "plt.ylim([0, 6])\n",
    "\n",
    "mask = x[y>1]\n",
    "print(len(mask))\n",
    "\n",
    "i = random.choice(mask)\n",
    "#i = random.randint(0, len(est_array))\n",
    "print(i)\n",
    "plt.vlines(i, 0, 50, 'k', lw=3)\n",
    "\n",
    "plt.figure()\n",
    "yData = excess_chunked[i]\n",
    "yGround = np.min( yData )\n",
    "yData = yData - yGround\n",
    "yAmp = np.max( yData )\n",
    "yData = yData / yAmp \n",
    "\n",
    "I = peak_properties[i] [ 'peak_heights' ]\n",
    "fwhm = peak_properties[i][ 'widths' ]\n",
    "\n",
    "guess = [0]\n",
    "for j in range( len( peaks[i] ) ): \n",
    "    guess.append( xData[peaks[i][j]] )\n",
    "    guess.append( I[j] )\n",
    "    guess.append( fwhm[j] ) \n",
    "\n",
    "guess=np.array( guess )\n",
    "\n",
    "print(xData[peaks[i]], peak_properties[i])\n",
    "plt.plot(xData, yData)\n",
    "plt.plot(xData, multi_lorentz(xData, est_array[i]))\n",
    "plt.xlabel('Frequency (kHz)')\n",
    "plt.ylabel('Normalized counts')\n",
    "print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "Plot the centers of the peaks and find the separators between each other by fitting the sorted list of points to 4 error functions.\n",
    "The missassignment probability is calculated by evaluating each error function at each the separator frequency.\n",
    "\"\"\"\n",
    "\n",
    "from scipy.special import erf\n",
    "\n",
    "def normal_cdf( x, x0, a, gam ):\n",
    "    #return a * np.arctan( (x - x0) / gam ) / np.pi + 0.5\n",
    "    return a * 0.5 * (1 + erf((x-x0)/gam))\n",
    "\n",
    "def multi_normal_cdf( x, params ):\n",
    "    off = params[0]\n",
    "    restParams = params[1:]\n",
    "    assert not ( len( restParams ) % 3 )\n",
    "    return off + sum( [ normal_cdf( x, *restParams[ i : i+3 ] ) for i in range( 0, len( restParams ), 3 ) ] )\n",
    "\n",
    "def res_multi_normal_cdf( params, xData, yData ):\n",
    "    diff = [ multi_normal_cdf( x, params ) - y for x, y in zip( xData, yData ) ]\n",
    "    return diff\n",
    "\n",
    "time_elapsed = np.linspace(0, total_time_freqsweep, excess_chunked.shape[0])\n",
    "manual_correction = np.interp(time_elapsed, manual_correction_points[:,1], manual_correction_points[:,0])\n",
    "\n",
    "all_peaks_corr = []\n",
    "all_peaks = []\n",
    "for i, est in enumerate(est_array):\n",
    "    [all_peaks_corr.append(f-manual_correction[i]) for f in est[1::3]]\n",
    "    [all_peaks.append(f) for f in est[1::3]]\n",
    "\n",
    "guess = [ 0,\n",
    "         -28, 0.5, 1, \n",
    "          -5, 1.5, 1, \n",
    "           7, 0.5, 1, \n",
    "          30, 1.5, 1, ]\n",
    "\n",
    "\n",
    "plt.figure()\n",
    "x = np.sort(all_peaks_corr)[::1000]\n",
    "y = np.arange(len(x)) / len(x) * 4\n",
    "\n",
    "popt, pcov = leastsq( res_multi_normal_cdf, x0=guess, args=( x, y ))\n",
    "\n",
    "plt.plot(x, y, label='Normalized Data')\n",
    "plt.plot(x, multi_normal_cdf(x, popt), label='Erf Fit')\n",
    "centers = popt[1::3]\n",
    "separation = [(centers[i]+centers[i+1])/2 for i in range(3)]\n",
    "plt.vlines(separation, y[0], y[-1], 'k', label='separators')\n",
    "plt.xlabel('Frequency (kHz)')\n",
    "plt.ylabel('Cumulative distribution')\n",
    "plt.xlim(-40, 40)\n",
    "plt.legend()\n",
    "\n",
    "gauss_popt = [popt[1+i*3:4+i*3] for i in range(4)]\n",
    "\n",
    "# Calculate missassignment probability for each state\n",
    "missassignment = np.zeros(4)\n",
    "\n",
    "\n",
    "missassignment[0] += normal_cdf(x[0], *gauss_popt[0])/gauss_popt[0][1]\n",
    "for i in range(3):\n",
    "    # From the left\n",
    "    missassignment[i+1] += normal_cdf(separation[i], *gauss_popt[i+1])/gauss_popt[i+1][1]\n",
    "\n",
    "    # From the right\n",
    "    missassignment[i] += (gauss_popt[i][1] - normal_cdf(separation[0], *gauss_popt[0]))/gauss_popt[i][1]\n",
    "\n",
    "print('Missassignment probabilities: ', np.round(missassignment*1e2, 4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "separation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def freq_to_peak(freq, separators):\n",
    "    separators = np.sort(separators)\n",
    "    separators = np.insert(separators, 0, -np.inf)\n",
    "    separators = np.append(separators, +np.inf)\n",
    "    for ii in range(len(separators)-1):\n",
    "        if freq >= separators[ii] and freq < separators[ii+1]:\n",
    "            return ii\n",
    "\n",
    "\n",
    "# Now that we can assign a peak number to a frequency, we set the strength of each peak as a function of time\n",
    "peak_strengths = np.zeros([len(peaks), 4])\n",
    "for i in range(len(peaks)):\n",
    "    strength = peak_properties[i]['prominences'] / sum(peak_properties[i]['prominences'])\n",
    "    \n",
    "    for peak_index, s in zip(peaks[i], strength):\n",
    "        peak_freq = xData[peak_index] - manual_correction[i]\n",
    "        peak = freq_to_peak(peak_freq, separation)\n",
    "        peak_strengths[i, peak] = s\n",
    "    \n",
    "    if sum(peak_strengths[i]) < 0.9: print(i, peak_strengths[i], strength, xData[peaks[i]]- manual_correction[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "plt.figure(figsize=(15, 7))\n",
    "start = 0\n",
    "length = 5000\n",
    "plt.plot(peak_strengths[start:start+length])\n",
    "plt.fill_between([0, 200], [1, 1], color='k', alpha=0.1)\n",
    "plt.xlabel('index')\n",
    "plt.ylabel('Peak strength')\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gamma plus minus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Driving and rabi frequency parameters\n",
    "alpha_SB = 0.31\n",
    "omega_SB_red = 15.67 # kHz\n",
    "d_omega_SB_red = 0.05 # kHz\n",
    "\n",
    "omega_SB_blue = 14.62 # kHz\n",
    "d_omega_SB_blue = 0.07 # kHz\n",
    "\n",
    "alpha_A = 0.05\n",
    "omega_A = 96.8 # kHz\n",
    "d_omega_A = 0.2 # kHz\n",
    "\n",
    "# Spin and system parameters\n",
    "a_coupling = 34.5\n",
    "b_coupling = 96.4\n",
    "gamma_w = 11.2070e3 / (2*np.pi) # kHz / T\n",
    "field = 0.441 # T\n",
    "omega_I =  gamma_w * field # kHz\n",
    "\n",
    "# Cavity parameters\n",
    "kappa = 643e3 # kHz\n",
    "delta = np.linspace(-50, 50, 1000)\n",
    "\n",
    "filter_plus = 1 / np.sqrt(1 + 4 * (omega_I + delta)**2 / kappa**2)\n",
    "filter_minus  = 1 / np.sqrt(1 + 4 * (omega_I - delta)**2 / kappa**2)\n",
    "\n",
    "gamma_plus = (b_coupling / (2*omega_I))**2 * filter_plus\n",
    "gamma_minus = (b_coupling / (2*omega_I))**2 * filter_minus\n",
    "ratio = gamma_plus / gamma_minus\n",
    "\n",
    "fig, ax1 = plt.subplots(figsize=(8,6))\n",
    "\n",
    "color = 'black'\n",
    "ax1.set_xlabel(r'$\\delta$ (kHz)', fontsize=35)\n",
    "ax1.set_ylabel(r'$\\Gamma/2\\pi$ (1/ms)', color=color, fontsize=35)  # we already handled the x-label with ax1\n",
    "ax1.plot(delta, gamma_plus, color='k', label=r'$\\Gamma_+$')\n",
    "ax1.plot(delta, gamma_minus, color='gray', label=r'$\\Gamma_-$')\n",
    "ax1.tick_params(length=10, width=5,pad=10, axis='y', labelcolor=color)\n",
    "ax1.legend()\n",
    "\n",
    "ax2 = ax1.twinx()  # instantiate a second Axes that shares the same x-axis\n",
    "\n",
    "color = 'tab:blue'\n",
    "ax2.set_ylabel(r'$\\Gamma_+ / \\Gamma_-$', color=color, fontsize=35)  # we already handled the x-label with ax1\n",
    "ax2.plot(delta, ratio, color=color)\n",
    "ax2.tick_params(length=10, width=5,pad=10,axis='y', labelcolor=color)\n",
    "\n",
    "fig.tight_layout()  # otherwise the right y-label is slightly clipped\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "filter_plus"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 2\n",
    "\n",
    "The objective of the figure is to portray how single shot readout is performed. It will contain 3 plots:\n",
    "\n",
    "- Time trace of 2 frequencies: \n",
    "- Histograms of readout\n",
    "- Fidelity of readout"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1302,
   "metadata": {},
   "outputs": [],
   "source": [
    "LOCAL_PATH = \"../data/Figure2/\"\n",
    "FIGURE_PATH = \"../figures/Figure2/\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Timetrace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 820,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['../data/Figure2/20230810191945_Spectroscopy_frequency_sweep_fixed_field_amp0.007_state_disc.hdf5']"
      ]
     },
     "execution_count": 820,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "timestamp_list = [\n",
    "    '20230810191945',\n",
    "]\n",
    "\n",
    "files=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            files.append(LOCAL_PATH+filename)\n",
    "            \n",
    "def exp_decay(t,T,alpha,beta):\n",
    "    return alpha*np.exp(-t/T)+beta\n",
    "\n",
    "def exp_decay_weights(time_hist,PurcellT1, plot = False):\n",
    "    \"\"\"Returns optimal integration weights for a given time interval and T1 decay time\n",
    "    PurcellT1 is given in seconds\n",
    "    time_hist is given in ms (to keep it the same array as defined in the rest of the code)\"\"\"\n",
    "    \n",
    "    weights = exp_decay(time_hist,PurcellT1*1e3,2,0)\n",
    "    if plot: \n",
    "        plt.figure()\n",
    "        plt.plot(time_hist,weights)\n",
    "        plt.xlabel('Time (ms)')\n",
    "        plt.ylabel('Weight')\n",
    "    \n",
    "    return(weights)\n",
    "\n",
    "def chop_clicks(click_array,chunk_size, time_hist,integration_weights, sum=False):\n",
    "    npts = np.round(click_array.shape[0],-2)\n",
    "    offset = 0\n",
    "    excess_array = []\n",
    "    \n",
    "    for start in offset+np.linspace(0,npts-chunk_size,npts//chunk_size,dtype = int):\n",
    "\n",
    "        stop = start+chunk_size\n",
    "        \n",
    "        integration_index=5\n",
    "        integration_index_bg=5\n",
    "        \n",
    "        #print(click_array.shape)\n",
    "        \n",
    "        if sum:\n",
    "            excess=(np.dot(click_array[start:stop].sum(0),integration_weights))*(time_hist[1]-time_hist[0])\n",
    "\n",
    "        else:\n",
    "            excess=(np.dot(click_array[start:stop].mean(0),integration_weights))*(time_hist[1]-time_hist[0])\n",
    "        \n",
    "        \n",
    "        excess_array.append(excess)\n",
    "        \n",
    "        background = click_array.mean(0)[:,-integration_index_bg:].mean(-1)*(time_hist[1]-time_hist[0])\n",
    "    \n",
    "    excess_array = np.array(excess_array)\n",
    "    points_array = chunk_size/2+np.linspace(0,npts-chunk_size,npts//chunk_size,dtype = int)\n",
    "    \n",
    "    return excess_array, points_array\n",
    "\n",
    "files          "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 821,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SNR = 0.447                                                                   \n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1300x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import h5py\n",
    "\n",
    "x = []\n",
    "y1 = []\n",
    "y2 = []\n",
    "centre_freqs = []\n",
    "\n",
    "chunk_size = 1000\n",
    "PurcellT1 = 0.6e-3 # Purcell T1 of the electron spin. This sets the optimal weights function\n",
    "\n",
    "\n",
    "with h5py.File(files[0], \"r\") as f:\n",
    "    for index in range(500):\n",
    "        \n",
    "        fn.PrintStatic(str(index))\n",
    "        \n",
    "        centre_freqs.append(np.array(f[str(index)]['centre_freq']))\n",
    "        \n",
    "        click_array = np.array(f[str(index)]['click_array'])\n",
    "        N = (click_array.shape[-1])\n",
    "        time_data = np.array(f[str(index)]['time_axis'])\n",
    "        time_axis=time_data-time_data[0]\n",
    "        cycle_time=(time_axis[1:]-time_axis[:-1]).mean()*1e-6\n",
    "        time_hist=time_axis.reshape(N, int(time_axis.shape[0]/N)).mean(-1)*1e-6\n",
    "\n",
    "        if index ==0: \n",
    "            integration_weights = exp_decay_weights(time_hist,PurcellT1, plot = False)\n",
    "\n",
    "\n",
    "        excess_array, points_array = chop_clicks(click_array, chunk_size, time_hist, integration_weights, sum=True)\n",
    "        x  = np.concatenate((x ,index*points_array[-1]+points_array))\n",
    "        y1 = np.concatenate((y1,excess_array[:,0]))\n",
    "        y2 = np.concatenate((y2,excess_array[:,1]))\n",
    "        \n",
    "################################################ \n",
    "start = 0//chunk_size\n",
    "stop  = 70000//chunk_size\n",
    "\n",
    "print(\"SNR = %.3f\" %(np.std(y2[start:stop])/np.mean(y2[start:stop])))\n",
    "total_time = 10*60 + 10 # minutes\n",
    "x = x / x[-1] * total_time\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, tight_layout=True, sharex=True, gridspec_kw = {'wspace':0, 'hspace':0},figsize=(13,5))\n",
    "\n",
    "index_end = -1500\n",
    "\n",
    "plt.sca(ax)\n",
    "colors = ['#7aad36', '#047861']\n",
    "plt.plot(x[:index_end],y1[:index_end],label = r\"$|\\uparrow \\rangle$\", lw=3, color=colors[0])\n",
    "plt.plot(x[:index_end],y2[:index_end],label = r\"$|\\downarrow \\rangle$\", lw=3, color=colors[1])\n",
    "\n",
    "plt.xlabel('time (min)',fontsize=35)\n",
    "plt.xticks(fontsize=35)\n",
    "plt.yticks([50, 150, 250], fontsize=35)\n",
    "plt.xticks(np.linspace(0, 400, 5))\n",
    "plt.xlim(0,max(x[:index_end]))\n",
    "plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "plt.plot(x[:index_end],state[:index_end]*130+70, label = \"State\", lw=3, color='k', alpha=0.7)\n",
    "\n",
    "plt.savefig(f\"{FIGURE_PATH}timetrace0.pdf\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 822,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def double_gaussian(x, A1, mu1, sigma1, A2, mu2, sigma2):\n",
    "    gaussian1 = A1 * np.exp(-(x - mu1)**2 / (2 * sigma1**2))\n",
    "    gaussian2 = A2 * np.exp(-(x - mu2)**2 / (2 * sigma2**2))\n",
    "    return gaussian1 + gaussian2\n",
    "\n",
    "hist, bins = np.histogram(y2-y1, bins=100)\n",
    "centre_bins = (bins[:-1]+bins[1:])/2\n",
    "plt.plot(centre_bins, hist, 'o')\n",
    "popt, pcov = curve_fit(double_gaussian, centre_bins, hist, p0=[100, 100, 20, 100, -100, 30])\n",
    "plt.plot(centre_bins, double_gaussian(centre_bins, *popt))\n",
    "threshold = (popt[1]+popt[4])/2\n",
    "plt.vlines(threshold, 0, max(hist), color='r')\n",
    "state = (y2-y1)>threshold\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, tight_layout=True, sharex=True, gridspec_kw = {'wspace':0, 'hspace':0},figsize=(18,5))\n",
    "\n",
    "plt.sca(ax)\n",
    "plt.plot(x,y1,label = r\"$|\\uparrow \\rangle$\", lw=3)\n",
    "plt.plot(x,y2,label = r\"$|\\downarrow \\rangle$\", lw=3)\n",
    "plt.plot(x,state*150+50, label = \"State\", lw=3)\n",
    "\n",
    "plt.xlabel('time (min)',fontsize=35)\n",
    "plt.ylabel(r'$C_i$',fontsize=35)\n",
    "plt.xticks(fontsize=35)\n",
    "plt.yticks([50, 150, 250], fontsize=35)\n",
    "plt.xlim(0,max(x))\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "\n",
    "# Find the indices where the state changes\n",
    "change_indices = np.where(np.diff(state))[0]\n",
    "\n",
    "# Find the lengths that it stays in each state\n",
    "lengths = np.diff(np.concatenate(([0], change_indices, [len(state)])))\n",
    "\n",
    "# Separate the lengths between changing from 0 to 1 and vice versa\n",
    "lengths_0 = []\n",
    "lengths_1 = []\n",
    "for i in range(len(change_indices)):\n",
    "    if state[change_indices[i]] == 0:\n",
    "        lengths_0.append(lengths[i])\n",
    "    else:\n",
    "        lengths_1.append(lengths[i])\n",
    "\n",
    "# Plot a histogram of the lengths for state 0\n",
    "plt.figure(figsize=(10, 5))\n",
    "hist, bins = np.histogram(lengths_0, bins=20)\n",
    "hist, bins = hist[1:], bins[1:]\n",
    "centre_bins = (bins[:-1]+bins[1:])/2\n",
    "plt.plot(centre_bins, hist, 'o')\n",
    "popt, pcov = curve_fit(fn.exp_decay, centre_bins, hist, p0=[100, 10, 0])\n",
    "plt.plot(centre_bins, fn.exp_decay(centre_bins, *popt))\n",
    "plt.xlabel('Length of stay in state 0', fontsize=15)\n",
    "plt.ylabel('Frequency', fontsize=15)\n",
    "plt.show()\n",
    "\n",
    "# Plot a histogram of the lengths for state 1\n",
    "plt.figure(figsize=(10, 5))\n",
    "hist, bins = np.histogram(lengths_1, bins=20)\n",
    "hist, bins = hist[1:], bins[1:]\n",
    "centre_bins = (bins[:-1]+bins[1:])/2\n",
    "plt.plot(centre_bins, hist, 'o')\n",
    "popt, pcov = curve_fit(fn.exp_decay, centre_bins, hist, p0=[100, 10, 0])\n",
    "plt.plot(centre_bins, fn.exp_decay(centre_bins, *popt))\n",
    "plt.xlabel('Length of stay in state 1', fontsize=15)\n",
    "plt.ylabel('Frequency', fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 823,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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31q9fryVLlujEiRPy9fVV69at9eqrrzq97+p2drtddrtdycnJOVI3AAAAgKLFpStUwcHBWr16tV588UX95S9/0eTJk3X8+HGXi2revPldw1RKSoqOHTumq1evKjIyUo0aNVLv3r3l7++vxYsXq1evXjp16tQdtxEVFaUmTZo4XdACAAAAAO7GZhiG4coGjh07pq+//lorVqzQmTNnZLPZ1LhxY/Xo0UOdOnWSj4+Py0UGBwfL398/w7Lpp06d0pAhQ1SqVClNmzZNZcqUkSQZhqHJkycrKipKzZs31+zZs7PcbvoVqosXL2YKVdu3b1fZsmVdrh0AAABAwZGQkKDQ0NAMbXfKBi4HqnSGYeiHH37Q0qVLtXHjRl27dk0lSpRQhw4d1LNnT4WEhJjetrNAdSc3b95U+/btFRsbqy1bttx16l92PzQAAAAAhVN2s0GOrfJns9nUqlUr/e///q927NihyZMnq2zZslq+fLkGDBigdu3a6fPPP9fVq1dzapdZcnd3d6z8d7dpfwAAAABgVo4um37z5k1FR0dr5MiRGjVqlGJjY1W8eHG1b99exYoV06RJk9SlSxf95z//cXlf8fHx2r17t/744w+n/deuXZMkeXl5ubwvAAAAAHAmRx7su3fvXi1btkxr1qxRYmKiDMNQo0aN1KtXLz3++OOOBSaWLl2qt956S6NGjbrjA3vvxapVqzRhwgSFh4dr7NixGfqSk5N14MABlShRQrVr13ZpPwAAAACQFZeuUP3f//2fOnTooPDwcM2fP19ubm4aOHCgVq5cqa+++kpPP/10htX6evTooerVq+u3335zufB27drJw8NDy5Yt06FDhxztN2/e1Pjx43Xp0iWFh4erePHiLu8LAAAAAJxx6QrV1KlT5ebmptatW+vJJ5/UX/7yF7m733mTlSpV0gMPPODKbiVJVapU0RtvvKHx48erd+/e6tSpk0qVKqUdO3bot99+U+PGjTVs2DCX9wMAAAAAWXEpUI0YMUJPPPGEypcvf8+v+eyzz1zZZQYDBgxQjRo19Pnnnys6Olp2u12BgYEaPny4nn32WXl6eubYvgAAAADgz1wKVC+++KIMw9DmzZtVpkwZNWrUyNH3zjvv6JFHHtFjjz3mcpGHDx/Osi8sLExhYWEu7wMAAAAAssule6iuX7+uwYMH66WXXtKmTZsc7deuXdOCBQs0ZMgQjRw5Umlpaa7WCQAAAACW41Kg+vLLL7Vp0ya1bt1anTt3drSXKFFCS5cuVbt27fTNN9/oiy++cLVOAAAAALAclwLVN998owYNGmjGjBmqVatWhr66detqypQpqlOnjhYvXuxSkQAAAABgRS4FqtjYWDVv3jzLfpvNpocfflinTp1yZTcAAAAAYEkuBSofHx/FxsbecUx8fLy8vb1d2Q0AAAAAWJJLgapp06basGGDDhw44LT/0KFDio6OVpMmTVzZDQAAAABYksvLpm/YsEHPPPOMnn76aT3wwAMqWbKkkpKStHfvXi1evFipqal66aWXcqpeAAAAALAMlwJV/fr19eGHH2rUqFGaNWuWbDabo88wDPn6+uqDDz7I8HwqAAAAACgsXApUktSuXTu1aNFCmzdv1sGDB3Xp0iX5+PioTp06atu2rXx9fXOiTgAAAACwHJcDlXRrcYrOnTtneBYVAAAAABR2ORKoUlNTdfHiRd24cUOGYTgdU6lSpZzYFQAAAABYhkuBKjU1VVOmTNHChQt1+fLlLMfZbDbFxMS4sisAAAAAsByXAlVUVJRmzpwpd3d3BQUFqVSpUjlVFwAAAABYnkuBatmyZSpXrpzmz5+vqlWr5lRNAAAAAFAguPRg37i4OHXu3JkwBQAAAKBIcilQlS9fXtevX8+pWgAAAACgQHEpUHXu3FnR0dFKSkrKqXoAAAAAoMBw6R6q/v3768cff9RTTz2lPn36qHr16vL09HQ6NjQ01JVdAQAAAIDluBSoHnnkEdlsNhmGoQkTJtxx7MGDB13ZFQAAAABYjkuB6oknnpDNZsupWgAAAACgQHEpUN3tqhQAAAAAFGYuLUrxZ/Hx8frPf/4jSUpNTc3JTQMAAACA5bgcqOx2uz766CO1atVKrVu3Vvfu3SVJn3/+uZ577jmdPHnS5SIBAAAAwIpcClR2u10DBw7UjBkzdO3aNZUrV06GYUiSLl68qG3btqlfv346e/ZsjhQLAAAAAFbiUqD69NNPtWfPHg0aNEjbt29X7969HX1vvPGGRowYofj4eH3yyScuFwoAAAAAVuPSohQrV67UQw89pNdff12SMqz4Z7PZ9OKLL+qHH37Q999/71qVAAAAAGBBLl2hOn36tJo1a3bHMQ0aNNCZM2dc2Q0AAAAAWJJLgcrb21vx8fF3HBMXF6cSJUq4shsAAAAAsCSXAtVDDz2k9evXZ3kF6sSJE9qwYYMaN27sym4AAAAAwJJcClSDBg3S9evX9fTTT2v+/Pk6ffq0JGn//v2aO3eu+vbtqxs3buj555/PkWIBAAAAwEpcWpTiwQcf1D//+U/94x//0LvvvitJMgxDTz31lAzDkLu7u9555x01adIkR4oFAAAAACtxKVBJUteuXRUaGqply5Zp//79unz5snx8fFS3bl11795dlStXzok6AQAAAMByXA5UklSuXDm98MILObEpAAAAACgwXApUaWlp9zy2WDGXbtcCAAAAAMtxKVDVr1//nsbZbDbFxMS4sisAAAAAsByXAlVAQIDT9mvXrunSpUsyDEN16tRRYGCgK7sBAAAAAEtyKVBt3Lgxy77ExERNmzZNK1as0EcffeTKbgAAAADAknLtxiY/Pz+NGjVK1atX14cffphbuwEAAACAfJPrK0U0a9ZMO3bsyO3dAAAAAECey/VAderUKd24cSO3dwMAAAAAec6le6hOnTrltD0tLU3JycnauHGjoqOj1aRJE1d2AwAAAACW5FKgateunWw2W5b9hmHI3d1dr776qiu7AQAAAABLcilQNWvWzGm7zWaTh4eHatasqaefflo1a9Z0ZTcAAAAAYEkuBap///vfOVUHAAAAABQ4ub4oBQAAAAAUVi5doVq8eLHp1z755JOu7BoAAAAA8p1LgWrUqFGZFqUwDOOuC1XYbDYCFQAAAIACz6VANX36dH366afau3ev2rVrp4cfflhly5bVhQsXtG/fPq1atUq+vr7q27evihVjdiEAAACAwsWlQHX27Fnt379fM2bMUOvWrTP0RUREKDw8XP3795e3t7deeOEFlwoFAAAAAKtx6bLR7Nmz1aFDh0xhKt1DDz2kDh06aP78+a7sBgAAAAAsyaVAdebMGZUrV+6OY/z8/HT+/HlXdgMAAAAAluRSoKpUqZK+//572e12p/1XrlzRd999pxo1ariyGwAAAACwJJcCVY8ePfT777/rlVde0ZEjRxztqamp2r17t55//nnFxcWpX79+LhcKAAAAAFbj0qIUzz33nHbu3KnNmzdry5Yt8vLyko+Pjy5evKi0tDQZhqGIiAj16tUrp+oFAAAAAMtwKVC5u7vr008/1bJly7R8+XIdOnRIly5dUunSpdWwYUP16dMnywUrAAAAAKCgcylQpXviiSf0xBNP5MSmAAAAAKDAyJFAJUm///67YmJilJiYqIiICP3xxx8qU6aMSpQokVO7AAAAAABLcWlRCkk6ceKE+vbtq8cff1xvvPGG3n//fUnS119/rdatW2vDhg0uF/n666/rkUcecdqXkJCg9957T4899pgaNWqkjh076pNPPtHNmzdd3i8AAAAA3IlLgers2bOKiIjQnj171KJFCz3wwAOOvjJlyujq1asaNmyY9u/fb3ofM2bM0OrVq532JSYmql+/fpo7d64aNGig/v37q0SJEvrggw80fPhw0/sEAAAAgHvhUqCKjIxUQkKCPvnkE3322Wdq1aqVoy8iIkJffvmlbDabZs6cme1tX79+XaNHj9bkyZOzHDN9+nQdPXpUo0eP1tSpU/W3v/1NixcvVvv27fXtt99q3bp1pt4XAAAAANwLlwLV5s2b1bZtW4WFhTntb9Kkidq1a6d9+/Zla7sbN25Up06dtHDhwixXCbTb7Vq0aJECAgIUHh7uaHdzc9PIkSMlSQsWLMjWfgEAAAAgO1wKVBcuXFC1atXuOCYgIEAXLlzI1nYXL16s5ORkjRkzRlFRUU7HxMTE6Nq1a2revLmKFcv4NqpUqaLAwEDt2rVLqamp2do3AAAAANwrlwJVuXLldOTIkTuOOXz4sMqVK5et7Q4YMEAbNmxQ3759ZbPZnI45evSoJKlq1apO+wMDA2W323X69Oks92O323XlyhUlJydnqz4AAAAAkFwMVI888og2b96sH374wWl/dHS0tm7dmuWUwKw0b95cvr6+dxyTlJQkSSpdurTT/pIlS0qSLl++nOU2oqKi1KRJE7Vt2zZb9QEAAACA5OJzqIYMGaL169frr3/9q9q3b6/z589Lkj777DPt3btX0dHR8vPz06BBg3Kk2NulX1Xy9PR02p/efv369Sy3MWjQID377LO6ePEioQoAAABAtrkUqPz9/TV79mz9z//8j9asWeNo/9e//iVJqlGjhv71r3+pcuXKrlXpRPHixSVJN27ccNpvt9slST4+Plluw9PTU56eno6xAAAAAJAdLgUqSapdu7aWLl2qX3/9Vb/++qsuX74sHx8f1a1bV02aNMnyHihX+fn5Scp6Sl/6lMC7TR0EAAAAALNcClTPPPOMmjdvrqFDh6phw4Zq2LBhTtV1VzVr1pQknTx50mn/yZMn5e3trUqVKuVZTQAAAACKFpcWpdi3b58uXbqUQ6VkT/369eXj46OdO3cqLS0tQ9/p06d18uRJPfjgg3Jzc8uX+gAAAAAUfi4Fqvvuu++Oq+jlpuLFi6tLly46ffq0Zs+e7WhPTU3VxIkTJUkRERH5UhsAAACAosGlKX+jRo3SiBEj9NFHH6ljx46qWrWqSpQo4XTsnx++mxNee+01bd26Vf/85z+1Y8cO1apVS9u2bdOBAwfUqVMntWnTJsf3CQAAAADpXApUkydPlqenp6KiohQVFZXlOJvNppiYGFd25VTZsmW1YMECTZkyRZs2bdK2bdtUpUoVvfHGG+rfv3+uLYgBAAAAAJKLgSo5OVk+Pj53XJo8Jxw+fDjLvgoVKmjcuHG5un8AAAAAcMalQLVx48acqgMAAAAACpxs3djUo0cPLVy4MLdqAQAAAIACJVuB6uDBgzp37lym9qVLl6p///45VhQAAAAAFAQ5svRebGysdu3alRObAgAAAIACI+fXMgcAAACAIoJABQAAAAAmEagAAAAAwCQCFQAAAACYRKACAAAAAJOy/WDfpUuXaufOnRnaYmNjJSnLpdNtNpu+/PJLE+UBAAAAgHVlO1DFxsY6AtSf/TlopbPZbNndDQAAAABYXrYC1ezZs3OrDgAAAAAocLIVqEJCQnKrDgAAAAAocFiUAgAAAABMIlABAAAAgEkEKgAAAAAwiUAFAAAAACYRqAAAAADAJAIVAAAAAJhEoAIAAAAAkwhUAAAAAGASgQoAAAAATCJQAQAAAIBJBCoAAAAAMIlABQAAAAAmEagAAAAAwCQCFQAAAACYRKACAAAAAJMIVAAAAABgEoEKAAAAAEwiUAEAAACASQQqAAAAADCJQAUAAAAAJhGoAAAAAMAkAhUAAAAAmESgAgAAAACTCFQAAAAAYBKBCgAAAABMIlABAAAAgEkEKgAAAAAwiUAFAAAAACYRqAAAAADAJAIVAAAAAJhEoAIAAAAAk9zzuwAUDKlphnYeS1B8UooqlPRSyP1l5VbMRk0AAAAo0ghUuKu1++M0dkWM4hJTHG0Bfl4a07WeOjYIoCYAAAAUWUz5wx2t3R+nwXP2ZAguknQmMUWD5+zR2v1x1AQAAIAii0CFLKWmGRq7IkaGk770trErYpSa5mxE0akJAAAARReBClnaeSwh01Wg2xmS4hJTtPNYQpGuCQAAAEUXgQpZik/KOriYGZcTrFgTAAAAii4CFbJUoaRXjo7LCVasCQAAAEUXgQpZCrm/rAL8vJTVQuQ23VpZL+T+skW6JgAAABRdBCpkya2YTWO61pOkTAEm/d9jutbL02c/WbEmAAAAFF0EKtxRxwYB+rhfY1X0yziFrqKflz7u1zhfnvlkxZoAAABQNPFgX9xVxwYBalevonYeS1B8UooqlLw1pS4/rwJZsSYAAAAUPQQq3BO3YjaF1rwvv8vIwIo1AQAAoGhhyh8AAAAAmFQorlBNnjxZM2bMcNrn7e2tn3/+OY8rAgAAAFAUFIpAdfDgQdlsNr388suy2TLeQ+Ph4ZFPVQEAAAAo7ApNoKpatapeffXV/C4FAAAAQBFS4O+hSkhIUHx8vOrWrZvfpQAAAAAoYgp8oDp48KAkKTg4OJ8rAQAAAFDUFPgpf+mBKjk5WYMGDdK+ffuUkpKi+vXra9CgQQoLC8vytXa7XXa7XcnJyXlVLgAAAIBCpNBcoZo1a5YkqWfPngoLC9Mvv/yiF198UXPnzs3ytVFRUWrSpInatm2bJ7UCAAAAKFwK/BUqd3d3Va5cWe+++65atWrlaD9w4IAiIiI0fvx4hYWFKTAwMNNrBw0apGeffVYXL14kVAEAAADItgJ/hWrixInauHFjhjAlSfXr19eAAQN08+ZNrV692ulrPT095evrKx8fn7woFQAAAEAhU+AD1Z00bNhQknTq1Kl8rgQAAABAYVSgp/zZ7XYdOnRIaWlpevDBBzP1X7t2TZLk5eWVx5UBAAAAKAoKdKBKTk5W79695ePjox07dsjDwyND/65duyT990oVAAAAAOSkAj3lr0yZMmrRooWuXLmi6dOnZ+jbtm2bFi9erIoVK6pjx475VCEAAACAwqxAX6GSpNGjR6tv376aMWOGdu/erUaNGunEiRP67rvv5OXlpcmTJzPlDwAAAECuKPCBqnr16lq6dKkiIyO1efNm/fLLLypdurS6dOmiIUOGqHr16vldIgAAAIBCqsAHKkny9/fXu+++m99lAAAAAChiCvQ9VAAAAACQnwhUAAAAAGASgQoAAAAATCJQAQAAAIBJBCoAAAAAMIlABQAAAAAmEagAAAAAwCQCFQAAAACYRKACAAAAAJMIVAAAAABgEoEKAAAAAEwiUAEAAACASQQqAAAAADCJQAUAAAAAJrnndwFAYZKaZmjnsQTFJ6WoQkkvhdxfVm7FbPldFgAAAHIJgQrIIWv3x2nsihjFJaY42gL8vDSmaz11bBCQj5UBAAAgtzDlD8gBa/fHafCcPRnClCSdSUzR4Dl7tHZ/XD5VBgAAgNxEoAJclJpmaOyKGBlO+tLbxq6IUWqasxEAAAAoyAhUgIt2HkvIdGXqdoakuMQU7TyWkHdFAQAAIE8QqAAXxSdlHabMjAMAAEDBQaACXFShpFeOjgMAAEDBQaACXBRyf1kF+Hkpq8XRbbq12l/I/WXzsiwAAADkAQIV4CK3YjaN6VpPkjKFqvR/j+laj+dRAQAAFEIEKiAHdGwQoI/7NVZFv4zT+ir6eenjfo15DhUAAEAhxYN9gRzSsUGA2tWrqJ3HEhSflKIKJW9N8+PKFAAAQOFFoAJykFsxm0Jr3pffZQAAACCPMOUPAAAAAEwiUAEAAACASQQqAAAAADCJe6iAQi41zbDcQhlWrAkA0nGOApAdBCqgEFu7P05jV8QoLjHF0Rbg56UxXevl21LuVqwJANJxjgKQXUz5AwqptfvjNHjOngy/FEjSmcQUDZ6zR2v3x1ETANyGcxQAMwhUQCGUmmZo7IoYGU760tvGrohRapqzEUWnJgBIxzkKgFkEKqAQ2nksIdNfWG9nSIpLTNHOYwlFuiYASMc5CoBZBCqgEIpPyvqXAjPjcoIVawKAdJyjAJhFoAIKoQolvXJ0XE6wYk0AkI5zFACzCFRAIRRyf1kF+Hkpq0V+bbq1alXI/WWLdE0AkI5zFACzCFRAIeRWzKYxXetJUqZfDtL/PaZrvTx9rooVawKAdJyjAJhFoAIKqY4NAvRxv8aq6JdxekpFPy993K9xvjxPxYo1AUA6zlEAzODBvkAh1rFBgNrVq6idxxIUn5SiCiVvTVfJz7+wWrEmAEjHOQpAdhGogELOrZhNoTXvy+8yMrBiTQCQjnMUgOxgyh8AAAAAmESgAgAAAACTCFQAAAAAYBL3UAGApNQ0w3I3oVMTcpoVvz8r1mRFVvycrFgT7o0Vvzsr1nSvCFQAiry1++M0dkWM4hJTHG0Bfl4a07Vevi2TTE3IaVb8/qxYkxVZ8XOyYk24N1b87qxYU3Yw5Q9AkbZ2f5wGz9mT4SQuSWcSUzR4zh6t3R9HTRatCffOit+fFWuyIit+TlasCffGit+dFWvKLgIVgCIrNc3Q2BUxMpz0pbeNXRGj1DRnI6gpP2vCvbPi92fFmqzIip+TFWvCvbHid2fFmswgUAEosnYeS8j0F7HbGZLiElO081gCNVmsJtw7K35/VqzJiqz4OVmxJtwbK353VqzJDAIVgCIrPinrk7iZcTmBmpDTrPj9WbEmK7Li52TFmnBvrPjdWbEmMwhUAIqsCiW9cnRcTqAm5DQrfn9WrMmKrPg5WbEm3BsrfndWrMkMAhWAIivk/rIK8PNSVouy2nRrlaGQ+8tSk8Vqwr2z4vdnxZqsyIqfkxVrwr2x4ndnxZrMIFABKLLcitk0pms9Scp0Mk//95iu9fL0ORjUhJxmxe/PijVZkRU/JyvWhHtjxe/OijWZQaACUKR1bBCgj/s1VkW/jNMJKvp56eN+jfPl+RfUhJxmxe/PijVZkRU/JyvWhHtjxe/OijVll80wDGuvQ5gHEhISFBoamqFt+/btKlvW2pcXAeQcKz6hnZqQ06z4/VmxJiuy4udkxZpwb6z43VmppuxmAwKVCFQAAAAAbsluNmDKHwAAAACYVGgC1ZIlS9SjRw899NBDCg0N1d/+9jfFxsbmd1kAAAAACjH3/C4gJ3zwwQf65JNPVKtWLfXt21dxcXFavXq1tm7dqkWLFqlq1ar5XSIAIJdYad59QagLKMys+HNnxZqQswp8oDp48KA++eQTNWnSRF988YU8PT0lSZ07d9aQIUM0btw4zZgxI5+rBADkhrX74zR2RYziElMcbQF+XhrTtV6+rgxl1bqAwsyKP3dWrAk5r8BP+Zs7d64kaejQoY4wJUlt27ZVSEiINm3apLNnz+ZXeQCAXLJ2f5wGz9mT4RcVSTqTmKLBc/Zo7f446gKKCCv+3FmxJuSOAh+odu/eLXd3dzVt2jRTX2hoqAzD0I4dO/KhMgBAbklNMzR2RYycLVOb3jZ2RYxS0/J2IVur1gUUZlb8ubNiTcg9BTpQpaam6vjx46pYsWKGq1PpAgMDJUm///6709fb7XZduXJFycnJuVonACBn7TyWkOmvvrczJMUlpmjnsYS8K0rWrQsozKz4c2fFmpB7CvQ9VFeuXJFhGPLz83PaX7JkSUlSUlKS0/6oqChNnz491+oDAOSO+KSsf1ExMy6nWLUuoDCz4s+dFWtC7inQV6iuXr0qSU6vTt3efv36daf9gwYN0k8//aTo6OjcKRAAkCsqlPTK0XE5xap1AYWZFX/urFgTck+BDlTFixeXJN24ccNpv91ulyR5e3s77ff09JSvr698fHxyp0AAQK4Iub+sAvy8lNXCwzbdWkkr5H7nT7XPLVatCyjMrPhzZ8WakHsKdKDy9fVVsWLFspzSl96ePvUPAFA4uBWzaUzXepKU6ReW9H+P6Vovz5/1YtW6gMLMij93VqwJuadABypPT08FBgbqjz/+cHqV6uTJk5KkWrVq5XVpAIBc1rFBgD7u11gV/TJOmano56WP+zXOt2e8WLUuoDCz4s+dFWtC7ijQi1JIUrNmzXT8+HHt2bNHzZs3z9C3fft22Ww2NW7cOJ+qAwDkpo4NAtSuXkXtPJag+KQUVSh5awpNfv/V16p1AYWZFX/urFgTcl6BD1S9evXSokWLNHnyZH3xxRfy8rr1V4Do6Gjt3LlTbdq0UcWKFfO5SgBAbnErZlNozfvyu4xMrFoXUJhZ8efOijUhZxX4QPXQQw8pIiJCc+fOVffu3dWmTRudPXtWa9asUbly5fT3v/89v0sEAAAAUEgV+EAlSf/4xz9Uo0YNLVy4UP/+979VunRpde7cWcOGDVPVqlXzuzwAAAAAhVShCFQ2m039+vVTv3798rsUAAAAAEVIgV7lDwAAAADyE4EKAAAAAEwiUAEAAACASQQqAAAAADCJQAUAAAAAJhWKVf5clZaWlqnt4sWL+VAJAAAAgPzkLAc4ywvpCFSSEhMTM7V17tw5HyoBAAAAYDWJiYkqV66c0z6m/AEAAACASQQqAAAAADCJQAUAAAAAJtkMwzDyu4j8dvPmTZ04cSJDm5+fn4oVu3veTE5OVtu2bRUdHS0fH5/cKhGQxPGGvMXxhrzE8Ya8wrGGu0lLS8u0xkK1atXk7u58+QkWpZDk7u6umjVrmnqtp6enJKlMmTLy9fXNybKATDjekJc43pCXON6QVzjWcC+yWoDCGab8AQAAAIBJBCoXeXp6aujQoY6/dgC5ieMNeYnjDXmJ4w15hWMNOY17qAAAAADAJK5QAQAAAIBJBCoAAAAAMIlABQAAAAAmsWy6C5YsWaI5c+bo+PHj8vLyUsuWLfX666+rcuXK+V0aCqjJkydrxowZTvu8vb31888/O/6dkJCgyMhIfffddzp//rwqVaqkXr166dlnn83yOQmAJL3++uv66aeftGXLlkx92T2udu/ercjISMXExOjGjRtq2LChhgwZopCQkLx4K7C4Ox1rYWFhio+Pd/q6iIgIjR49OkMbxxqcSU5OVlRUlNatW6fY2Fh5eHioXr16GjhwoNq2bZthLOc35BYWpTDpgw8+0CeffKJatWrpL3/5i+Li4rR27VqVKlVKixYtUtWqVfO7RBRAf/3rX7Vlyxa9/PLLstlsGfo8PDz00ksvSZISExPVp08f/f7772rfvr0CAwP1ww8/KCYmRh06dNDUqVPzo3wUADNmzNDkyZPl7++f6Zfc7B5X3333nYYOHapSpUrp8ccfV2pqqlauXKkrV65o2rRpmX6ZQdFyp2MtISFBoaGhqlOnjtPjpFGjRmrdurXj3xxrcObKlSvq27evDh8+rPr166tZs2ZKSkrSunXrlJSUpOHDh2vQoEGSOL8hlxnItpiYGCMoKMjo06ePcf36dUf7+vXrjaCgIGPQoEH5WB0KslatWhlt27a967j333/fCAoKMubOnetou3nzpjF06FAjKCjI+Pbbb3OzTBRAKSkpxj/+8Q8jKCjICAoKMsLCwjKNyc5xlZKSYrRs2dIICQkx/vjjD0f7iRMnjJCQEKNly5bG1atXc/dNwZLu5VjbunWrERQUZERGRt7T9jjW4MzkyZONoKAgY/To0UZaWpqj/cyZM0bLli2NunXrGsePHzcMg/Mbchf3UJkwd+5cScr0DIO2bdsqJCREmzZt0tmzZ/OrPBRQCQkJio+PV926de84zm63a9GiRQoICFB4eLij3c3NTSNHjpQkLViwIFdrRcGyceNGderUSQsXLszwV//bZfe4+vbbb3Xu3DmFh4crICDA0R4YGKhnnnlG586dU3R0dC69I1jVvRxrknTw4EFJuuv5TuJYQ9bWrFkjm82mESNGZJjV4e/vrz59+ig1NVWbN2/m/IZcR6AyYffu3XJ3d1fTpk0z9YWGhsowDO3YsSMfKkNBlv4LRnBw8B3HxcTE6Nq1a2revLmKFcv4I1ylShUFBgZq165dSk1NzbVaUbAsXrxYycnJGjNmjKKiopyOye5xtXv3bkm3znl/9vDDD0sS58Ei6F6ONem/57s6dercdZsca8hK//799dprr6lUqVKZ+tL/4J2cnMz5DbmOO9ezKTU1VcePH1flypWdPmE7MDBQkvT777/ndWko4NJ/wUhOTtagQYO0b98+paSkqH79+ho0aJDCwsIkSUePHpWkLO/TCwwM1MmTJ3X69GlVq1Ytb4qHpQ0YMECTJk2Sr69vlmOye1yln+PSz3l/HitxHiyK7uVYk6RDhw7J29tb69ev15IlS3TixAn5+vqqdevWevXVV+Xv7+8Yy7GGrERERDhtNwxD69evl3Trj5Sc35DbuEKVTVeuXJFhGPLz83PaX7JkSUlSUlJSXpaFQiA9UM2aNUuS1LNnT4WFhemXX37Riy++6Jhqmn5slS5d2ul20o/By5cv53LFKCiaN29+119ws3tcpf+/s3Nh+l+LOQ8WPfdyrKWkpOjYsWO6evWqIiMj1ahRI/Xu3Vv+/v5avHixevXqpVOnTjnGc6whu+bNm6e9e/eqatWqCgsL4/yGXMcVqmy6evWqJDm9OnV7+/Xr1/OsJhQO7u7uqly5st599121atXK0X7gwAFFRERo/PjxCgsLU3JysiSOQeSs7B5XdzoXcgziTs6dO6datWqpVKlSmjZtmsqUKSPp1lWFyZMnKyoqSm+//bZmz54tiWMN2bN69WqNGzdO7u7umjBhgjw8PDi/IdcRqLKpePHikqQbN2447bfb7ZJuPTMIyI6JEyc6ba9fv74GDBigGTNmaPXq1fd8DPr4+OROoSiUsntc3T7ew8PD6VjOg3CmatWq+uabbzK122w2vfrqq1q5cqV+/PFHnT17Vv7+/hxruGfz5s3Te++9J5vNpokTJzrudef8htzGlL9s8vX1VbFixbK81Jvenn75GMgJDRs2lCSdOnXKMQUhqyl96cfg3abdALfL7nGVPt7ZuTB9G5wHkV3u7u6Olf/Sp/1xrOFu0tLSNGHCBI0dO1YeHh6aMmWKunTp4ujn/IbcRqDKJk9PTwUGBuqPP/5w+peOkydPSpJq1aqV16WhALPb7dq3b59++eUXp/3Xrl2TJHl5ealmzZqS/nus/dnJkyfl7e2tSpUq5UqtKJyye1zdaXx6W/oY4Hbx8fHavXu3/vjjD6f9t5/vJI413JndbtewYcM0a9YslS5dWp9//rnatWuXYQznN+Q2ApUJzZo1040bN7Rnz55Mfdu3b5fNZlPjxo3zoTIUVMnJyerdu7eef/55p0F9165dkm5dqapfv758fHy0c+dOpaWlZRh3+vRpnTx5Ug8++KDc3NzypHYUDtk9rpo1aybJ+dLB27dvlyQ1adIkl6tGQbRq1SpFREQ4XVY9OTlZBw4cUIkSJVS7dm1JHGvIWlpamoYNG6Z169apSpUqmj9/vtNH2nB+Q24jUJnQq1cvSdLkyZOVkpLiaI+OjtbOnTv12GOPqWLFivlVHgqgMmXKqEWLFrpy5YqmT5+eoW/btm1avHixKlasqI4dO6p48eLq0qWLTp8+7bhpW7q1pH/6fVhZLSULZCW7x1WbNm1UpkwZzZkzJ8OKbCdPntScOXNUrlw5dejQIe/eAAqMdu3aycPDQ8uWLdOhQ4cc7Tdv3tT48eN16dIlhYeHO+5j4VhDVqKiorRx40ZVqlRJ8+bNU40aNZyO4/yG3GYzDMPI7yIKonfffVdz585V9erV1aZNG509e1Zr1qxRmTJltGDBgiyfdQBk5fjx4+rbt68uXLigpk2bqlGjRjpx4oS+++47eXl56bPPPnNc+UxISNCTTz6p2NhYPfroo6pVq5a2bdumAwcOqFOnTpo8eXKGp8YDtwsODpa/v7+2bNmSoT27x9Xq1as1YsQIlSxZUl26dJFhGFq1apWuXLmiadOmqU2bNnn91mAxWR1rX375pcaPH6/ixYurU6dOKlWqlHbs2KHffvtNjRs31ueff64SJUo4xnOs4c8SExP1l7/8RVevXlWbNm0c9979WdOmTRUaGsr5DbmKQGWSYRiaO3euFi5cqOPHj6t06dJq3ry5hg0bRpiCaWfPnlVkZKQ2b96s8+fPq3Tp0mrRooWGDBmi6tWrZxgbHx+vKVOmaNOmTUpKSlKVKlXUs2dP9e/fP8ulYQEp619ypewfVz/88IM+/vhjHThwQB4eHqpbt66GDBmikJCQvHgrsLg7HWvff/+9Pv/8c+3bt092u12BgYHq1q2bnn32WY413NXWrVv1/PPP33XcSy+9pNdff10S5zfkHgIVAAAAAJjEPVQAAAAAYBKBCgAAAABMIlABAAAAgEkEKgAAAAAwiUAFAAAAACYRqAAAAADAJAIVAAAAAJhEoAIAAAAAkwhUAAAAAGASgQoActm0adMUHBysadOm5Xcp2Xbq1CktXbo0Q9tjjz2m4OBg3bx5M09r+frrr9W+fXs1aNBALVq00NGjR3NkuwcPHtT69etzZFtm/PjjjwoODtbf/va3fKshvY4dO3a4tI0LFy5o7ty5OVRRZhs2bFB4eLiaNGmikJAQDR48WIcOHcq1/QHAvSBQAQCcOnTokDp37qwffvghv0vRkSNH9NZbb+ncuXMKDw9Xt27dVKVKFZe3u3nzZvXs2VP79+/PgSrNqVy5soYOHar27dvnWw3z589X//79derUKdPbuHDhgtq3b6+VK1fmYGX/NX/+fL388suKj49X79691bZtW23btk1PP/209u3blyv7BIB74Z7fBQAArCkxMVF2uz2/y5B0K9wZhqEePXpo1KhRObbdCxcuKC0tLce2Z0aVKlX0yiuv5GsN58+fd3kb165d05UrV3KgmszOnTunf/7zn6pevboWL16skiVLSpKefvppRUREaNSoUVq+fLlsNluu7B8A7oQrVAAAy0sPdmXKlMnnSpAfFi9erOvXr+uFF15whClJeuCBB9S1a1cdPnxYP//8cz5WCKAoI1ABgAX98ssvGjx4sJo3b66GDRuqU6dOioyM1PXr1zOMe/PNNxUcHKyzZ8/qgw8+0KOPPqoGDRqoXbt2ioyMdHqf07Jly9SzZ0899NBDatmypd5991395z//UXBwsN58803Hdvv37y9JWrFihYKDg/X1119n2M6ZM2f05ptvKjQ0VI0aNVLXrl21cOHCe36Pqampmj17tnr06KFGjRrpoYceUnh4uJYvX55hXHBwsP7+979LkqZPn35P96MdOnRIQ4cOdXwejzzyiEaOHKnjx487xjzzzDOO7c6YMUPBwcH68ccfHf3r1q3T888/r9DQUNWvX1/NmjVT//79tWHDBseYvXv3Kjg42PFZ/dkHH3yg4OBgbdq0Kctand1DZeZ7dWbXrl164YUX1KpVKzVs2FBt2rTR2LFjFR8f7xjz2GOPafr06ZKkUaNGKTg4WKdPn5YkpaWladGiRXrmmWfUvHlz1a9fXw8//LAGDRqk3bt3O7Yxbdo0tWnTRpK0Z8+eTN/RpUuXNHHiRLVt29ZxD9zw4cPv+T649H09/PDDmfrS21y9/wsAzGLKHwBYzIoVK/Tmm2/K09NT7dq1U4UKFbR7925NnTpV33//vb788ksVL148w2uGDBmi2NhYtWvXTp6enlq9erWmTp2qa9euZfhF/cMPP1RUVJTKly+vbt26yTAMffPNN/r+++8zbK9t27aSpKVLlyooKEjt27dX3bp1M4x5+umn5evrq+7duyspKUkrV67U6NGjZbfb9cwzz9zxPdrtdg0ePFhbt25V1apV1bNnT9ntdm3evFn/8z//o59++knvvvuuJGno0KE6ePCgNmzYoJCQEMf/snL8+HENGDBAqampat++ve677z4dPXpU33zzjTZt2qSVK1eqfPny6tGjh0qWLKkNGzaoadOmevjhh1W5cmVJ0tSpUxUZGanAwEB17txZXl5eOnLkiDZv3qwff/xRH3/8sR577DE98MADql27tnbu3Kk//vhDlSpVctSRlpamb775RuXLl1dYWNgdP4+s3Ov36sxPP/2k5557TqVKlVK7du3k6+urAwcOaN68edq6datWrFghLy8vR0jcuXOnHn30UdWvX1+lSpWSJP3973/XsmXLFBwcrG7dusnd3V379+/Xpk2btHXrVi1atEj16tVTSEiI+vfvr9mzZysgIEC9evVyfEfx8fHq27evTp06pebNm6t9+/Y6d+6c1q5dq++++06ffvqpmjRpcsf38vvvv8vd3T3D55suMDDQMQYA8oUBAMhVU6dONYKCgoypU6fedWx8fLzRqFEjo2XLlsbp06cz9H3wwQdGUFCQ8eGHHzraRo4caQQFBRnt27c3Ll686Gg/ceKEUa9ePaNp06aG3W43DMMwDhw4YNSpU8do3769cf78+QxjmzRpYgQFBRkjR450tO/YscMICgoyRowYkaGORx991AgKCjIGDx7s2LZhGMbWrVuNoKAgo0uXLnd9n1FRUUZQUJAxaNAg4+rVq472CxcuGN26dTOCgoKMVatWOdqXLFlyz5/hhAkTjKCgIGPbtm0Z2iMjI42goCBjxowZmbZ7+2d67tw5o169esbjjz+eoTbDMIx58+YZQUFBxiuvvOJo++yzzzJt1zAMY8uWLUZQUJAxadKkO9br7HPOzvealVdeecUICgoyTpw4kaH9rbfeMoKCgowVK1Y42tKP0a+++srR9uuvvxpBQUHGwIEDjdTU1Azb+Ne//mUEBQUZEyZMcLSdOnXKCAoKMsLDwzOMffnll42goCBj4cKFGdpjYmKMhg0bGo8++qhx48aNO76Xxo0bGyEhIU77jhw5YgQFBRl//etf77gNAMgtTPkDAAtZvny5UlJSNHjwYMfVknSvvPKKfHx8tGjRokyvCw8PV+nSpR3/DgwMVM2aNXX58mVdvHhR0q2rTWlpaRo6dKjuu+++DGMHDhyY7VpffvlleXh4OP7dsmVLeXt768SJE3d97ZIlS1SsWDGNHTtWJUqUcLSXLVtWb7/9tiRla/rg7QzDkHTrCk36f0vSwIEDtWnTJr344ot3fL27u7smTZqk9957L0Nt0n+nl6V/ppLUvXt3eXh4ZJqquGzZMklSz549Tb0P6d6+16ykv/fbp+ZJ0siRI/X999/r8ccfv+Pry5cvr4kTJ+qtt95SsWIZf11w9jk4c/78eW3YsEENGzZU7969M/TVrVtX3bt3V2xs7F1Xkrx69ao8PT2d9qW3/3k6LADkFab8AYCF/Prrr5Kkffv2KSEhIVO/t7e3zp07p7Nnz8rf39/RXr169Uxj06dt3bhxI8O2H3zwwUxjmzVrlu1ane2zTJkyio2NVWpqqtzc3Jy+Ljk5WcePH9f999+f4T2ka9y4sdzc3HTw4MFs1yTdCjALFizQtGnTtGDBArVo0UItWrTQI488ooCAgLu+vnTp0o6wcfz4cR09elSnT5/W0aNH9dNPP0m6df9Xuvvuu0+tW7dWdHS0fv31VzVs2FBXrlxRdHS0HnzwQdWsWdPU+5Du7XvNSnh4uKKjo/X3v/9d06dPV6tWrdSiRQu1bNlSFSpUuOu+/f399cQTTygtLU3/+c9/9Pvvv+v06dM6cuSIdu7cKSnj5+DMgQMHZBiG7Ha70/vezpw5I0mKiYlR69ats9xO8eLFs3y/6QuWeHt73/U9AUBuIFABgIVcvnxZ0n+vbmTl0qVLGcLIn++pkuRYQjr9SkX61QRnv0w7CzZ34+XllWXf7VeG/ix9ae3bV2u7nbu7u8qWLatLly5luyZJCgoK0qJFi/TJJ59o06ZNWr58uZYvXy43Nzc99thjeuedd1SuXLk7bmPTpk368MMPdfjwYUdNtWrVUsOGDXXkyJFM769Xr16Kjo7W8uXL1bBhQ61evVopKSkuXZ2S7u17zUrLli01d+5czZo1S1u3btXChQu1cOFCeXh4qFu3bho1atRdQ8jSpUsVGRnpeD6Vp6en6tSpo/r16+v06dN3rSExMVGSdPjwYcdneadxWfHz89OFCxdkGEampdHTf2ayOp4AILcRqADAQnx8fCRJixYtUqNGjXJl20lJSZl+Uc+t5wfdqY6zZ8867U9LS9OVK1cyTHXLrtq1a2vSpElKTU3VgQMHtG3bNi1fvlzr169XcnKyZs2aleVrf/31V7388ssqVaqU3n//fT344IOqVq2aPD09dfToUS1dujTTa1q3bq3y5ctrzZo1euuttxwLPnTu3Nn0e8gJjRs3VuPGjWW327Vv3z5t3bpVy5Ytc0y5fP/997N8bXR0tN58801VqVJFH374oerXr6+qVavKzc1NW7Zs0bfffnvX/ad/13369NE777xj+n3UrFlTZ86cUVxcXKaFKU6ePOkYAwD5gXuoAMBC0lfS27t3b6a+tLQ0TZo0STNnzrzrdC9nGjRoIOnWkux/5qwttx6S6uvrq2rVqik+Pt7xy/Dt9u3bp2vXrik4ONjU9hcsWKD33ntPhmHIzc1NjRo10ksvvaQlS5bI29tbu3btcox19h5XrFih1NRUvfHGG3rqqadUu3Ztx306R44ckZT56pCbm5u6d++u8+fPa9OmTdqzZ4/atm2bb1dN0tLSNHPmTE2ePFnSrStLTZs21WuvvaZ58+ZJ0l0/h/TgOG7cOD3++OOqXr26Yxqns8/B2TbSj+d9+/Y5rXPVqlX66KOPdOjQoTu+n/Qpqc6WRt++fbsk3XWlQADILQQqALCQ9AUO/u///i/DM5Mk6bPPPtNnn32mbdu2ZVgM4l49+eSTstlsmjZtWob7s2JjY/Xpp59mGu/ufmsSw70+8yg7evXqJcMw9O677+ratWuO9osXL2rcuHGSpB49epja9q5duzRnzhytWLEiQ/v58+d1/fp1ValSxdHm7D2mT2W8cOFChtfHxcXpww8/zDT+9vckSe+//75u3rzp+Hd+KFasmDZu3KioqKhMi1KkT99z9jncHtSz+hx+++03zZw5U1LGz8HZZ1mpUiW1bNlSBw4c0JdffplhO7///rvGjh2rmTNnytfX947vp1u3bvL09NTHH3+cYSGMffv2aeXKlapbty6BCkC+YcofAOSRpUuXOm7m/7PAwECNGzdOVapU0ZgxYzR69Gh1795dbdu2VcWKFbV//37t2LFD5cuX15gxY0ztv1GjRhowYIC++OILde/eXY899phu3Lih6Ohox5WH21dzS1/AYcuWLZo4caLatGmjpk2bmtr3nz333HPavn27vv/+e3Xt2lWtWrXSjRs3tHnzZp07d05PPfWUunTpYmrbQ4YM0ZYtWzRy5EitWbNGNWvW1KVLl/Ttt9/KMIwMz29Kf4/pK/R1795djz/+uGbNmqWPPvpIBw4cUGBgoP744w9t3LhRHh4e8vDwcHp/V40aNfTQQw/p559/VqVKlZw+hDYv/e1vf9PAgQM1cOBAtWvXTlWqVNGZM2e0bt06eXl5adiwYY6x6Z/Dl19+qbi4OPXr1089evTQqlWr9NZbb2nLli2qUKGCjh07ps2bNzsWxrj9cyhbtqyKFy+umJgYvf/++woNDVWbNm303nvvKSIiQuPHj9e3336rBx54QJcuXdLatWt19epVvf322xnCnTOVK1fWa6+9pkmTJqlbt27q3Lmzrly5opUrV8rDw8PxzDIAyA8EKgDII7GxsYqNjXXal35jvSQ99dRTuv/++/Xpp59q69atunr1qgICAhQREaG//vWvqlixouka3nzzTVWrVk3z58/X119/rVKlSqlHjx5q1KiRhg8fnmGRgoCAAI0YMUJffPGF5syZoxIlSuRYoPLw8NAnn3yiOXPmaNmyZfr666/l6empunXr6q233nLp3qMaNWpowYIFmjlzpnbv3q2tW7fK29tbTZo00YsvvpjhSkbTpk01YMAALV26VHPmzFH16tX11FNPadasWZo6dap27NihLVu2KCAgQN26ddPgwYP15ptvavv27Tp69Gim+3a6du2qn3/+WU888USmpcbzWtOmTTVv3jzNnDlTv/zyi9avXy8/Pz+1adNGgwcPVu3atR1jO3XqpO+//14bNmzQnDlzFBISorCwMEVGRmrmzJnasGGDpFtXnJ555hkNGjRITz75pPbs2aPLly+rVKlSjmDz0UcfacGCBUpOTlabNm1UuXJlff3114qKitKGDRv073//W35+fmrcuLGee+45tWzZ8p7ez/PPPy9/f3/NmjVL8+fPl6+vr1q0aKFhw4apTp06ufIZAsC9sBl3W6IHAFAonDt3Tm5ubipbtmymvq+++kr/+Mc/9MYbb+iFF17Ih+oKh7fffltLlizR+vXrVbVq1fwuBwCQB7iHCgCKiNWrVys0NDTTCnfJycmaO3euJCk0NDQ/SisUjhw5olWrViksLIwwBQBFCFeoAKCIOHfunLp166bExEQ98sgjql27tpKSkvTdd9/pzJkz6t+/v95+++38LrPAmTx5sjZt2qSjR48qLS1NCxcuVMOGDfO7LABAHuEeKgAoIsqXL68lS5bo888/15YtW7R9+3YVL15ctWvX1vDhw9W9e/f8LrFAqlixok6dOiV/f3+NGDGCMAUARQxXqAAAAADAJO6hAgAAAACTCFQAAAAAYBKBCgAAAABMIlABAAAAgEkEKgAAAAAwiUAFAAAAACYRqAAAAADAJAIVAAAAAJj0/wC3jhCxk30RGAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Find the indices where the state changes\n",
    "change_indices = np.where(np.diff(state))[0]\n",
    "\n",
    "# Find the lengths that it stays in each state\n",
    "lengths = np.diff(np.concatenate(([0], change_indices, [len(state)])))\n",
    "\n",
    "# Separate the lengths between changing from 0 to 1 and vice versa\n",
    "lengths_0 = []\n",
    "lengths_1 = []\n",
    "for i in range(len(change_indices)):\n",
    "    if state[change_indices[i]] == 0:\n",
    "        lengths_0.append(lengths[i])\n",
    "    else:\n",
    "        lengths_1.append(lengths[i])\n",
    "\n",
    "# Plot a histogram of the lengths for state 0\n",
    "plt.figure(figsize=(10, 5))\n",
    "hist, bins = np.histogram(lengths_0, bins=20)\n",
    "centre_bins = (bins[:-1]+bins[1:])/2\n",
    "plt.plot(centre_bins, hist, 'o')\n",
    "plt.xlabel('Length of stay in state 0', fontsize=15)\n",
    "plt.ylabel('Frequency', fontsize=15)\n",
    "plt.show()\n",
    "\n",
    "# Plot a histogram of the lengths for state 1\n",
    "plt.figure(figsize=(10, 5))\n",
    "hist, bins = np.histogram(lengths_1, bins=20)\n",
    "centre_bins = (bins[:-1]+bins[1:])/2\n",
    "plt.plot(centre_bins, hist, 'o')\n",
    "plt.xlabel('Length of stay in state 1', fontsize=15)\n",
    "plt.ylabel('Frequency', fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 825,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,1, figsize=(5, 3), tight_layout=True)\n",
    "\n",
    "def gaussian(x, A1, mu1, sigma1):\n",
    "    return A1 * np.exp(-(x - mu1)**2 / (2 * sigma1**2))\n",
    "\n",
    "def double_gaussian(x, A1, mu1, sigma1, A2, mu2, sigma2):\n",
    "    gaussian1 = A1 * np.exp(-(x - mu1)**2 / (2 * sigma1**2))\n",
    "    gaussian2 = A2 * np.exp(-(x - mu2)**2 / (2 * sigma2**2))\n",
    "    return gaussian1 + gaussian2\n",
    "\n",
    "\n",
    "threshold1 = y1.mean()\n",
    "threshold2 = y2.mean()\n",
    "data_red_blue = [\n",
    "    [y1[y1>threshold1], y1[y1<threshold1]],\n",
    "    [y2[y2>threshold2], y2[y2<threshold2]],\n",
    "]\n",
    "threshold = [threshold1, threshold2]\n",
    "\n",
    "colors = ['#7aad36', '#047861']\n",
    "for i in range(2):\n",
    "    plt.sca(ax)\n",
    "    n_ro=100\n",
    "    #data_blue_diff = data_blue[:,:n_ro, 0].sum(1)-data_blue[:,:n_ro, 1].sum(1)\n",
    "    #data_red_diff = data_red[:,:n_ro, 0].sum(1)-data_red[:,:n_ro, 1].sum(1)\n",
    "\n",
    "    data_hist1 = data_red_blue[i][0]\n",
    "    data_hist2 = data_red_blue[i][1]\n",
    "    \n",
    "    bins = np.arange(-250,-50,10)\n",
    "    centre_bins = (bins[1:]+bins[:-1])/2\n",
    "    if i==0:\n",
    "        hist1=plt.hist(-data_hist1, bins=bins,alpha=0.7, color=colors[i])#, edgecolor='black')\n",
    "        hist2=plt.hist(-data_hist2, bins=bins,alpha=0.7, color=colors[i])#, edgecolor='black')\n",
    "    else:\n",
    "        hist1=plt.hist(-data_hist1, bins=bins, fc=(0, 0, 0, 0), edgecolor=colors[i], lw=3)#, edgecolor='black')\n",
    "        hist2=plt.hist(-data_hist2, bins=bins, fc=(0, 0, 0, 0), edgecolor=colors[i], lw=3)#, edgecolor='black')\n",
    "        \n",
    "\n",
    "    #popt, pcov = curve_fit(double_gaussian, centre_bins, hist1[0] + hist2[0], p0=[400, 100, 20, 200, 200, 30])\n",
    "    #x_fit = np.linspace(50,250,1000)\n",
    "    #y_fit = double_gaussian(x_fit, *popt)\n",
    "    ##plt.plot(x_fit, y_fit, color='k', lw=3, alpha=0.4)\n",
    "    #plt.plot(x_fit, gaussian(x_fit, *popt[:3]), '--', color='k', lw=3)\n",
    "    #plt.plot(x_fit, gaussian(x_fit, *popt[3:]), '--', color='k', lw=3)\n",
    "\n",
    "    plt.xticks(-np.arange(50,251,100),[],fontsize=35)\n",
    "\n",
    "    plt.ylabel('Counts',fontsize=35)\n",
    "    ax.yaxis.tick_right()\n",
    "    ax.yaxis.set_label_position(\"right\")\n",
    "    plt.xlim((-281.9067787414678, -40.30967379959638))\n",
    "    plt.yticks(np.arange(0,851,400),fontsize=35, rotation =90)\n",
    "    plt.tick_params(length=10, width=3,pad=10,top=False,right=True)\n",
    "plt.savefig(f'{FIGURE_PATH}readout.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,1, figsize=(7, 7), tight_layout=True)\n",
    "\n",
    "def gaussian(x, A1, mu1, sigma1):\n",
    "    return A1 * np.exp(-(x - mu1)**2 / (2 * sigma1**2))\n",
    "\n",
    "def double_gaussian(x, A1, mu1, sigma1, A2, mu2, sigma2):\n",
    "    gaussian1 = A1 * np.exp(-(x - mu1)**2 / (2 * sigma1**2))\n",
    "    gaussian2 = A2 * np.exp(-(x - mu2)**2 / (2 * sigma2**2))\n",
    "    return gaussian1 + gaussian2\n",
    "\n",
    "for i in range(2):\n",
    "    plt.sca(ax)\n",
    "    n_ro=100\n",
    "\n",
    "    bins = np.arange(-170,200,10)\n",
    "    centre_bins = (bins[1:]+bins[:-1])/2\n",
    "    hist1 = plt.hist(y2-y1, bins=bins,alpha=0.9, color='indianred', edgecolor='black')\n",
    "    plt.vlines((y2-y1).mean(),0,np.max(hist1[0])*1.1, color='k', linestyle='--', lw=5)\n",
    "\n",
    "    popt, pcov = curve_fit(double_gaussian, centre_bins, hist1[0], p0=[200, 100, 30, 200, -100, 30])\n",
    "    x_fit = np.linspace(-170,200,1000)\n",
    "    y_fit = double_gaussian(x_fit, *popt)\n",
    "    plt.plot(x_fit, y_fit, '--k', lw=3)\n",
    "    #plt.plot(x_fit, gaussian(x_fit, *popt[:3]), '--', color='k', lw=3)\n",
    "    #plt.plot(x_fit, gaussian(x_fit, *popt[3:]), '--', color='k', lw=3)\n",
    "\n",
    "    plt.xticks(np.arange(-200,201,200),fontsize=35)\n",
    "    plt.xlabel(r'$\\delta C$',fontsize=35)\n",
    "    plt.yticks(np.arange(0,max(hist1[0]),200),fontsize=35, rotation =90)\n",
    "    plt.ylim(0, np.max(hist1[0])*1.1)\n",
    "    plt.ylabel('Counts',fontsize=35, labelpad=15)\n",
    "    plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "plt.savefig(f'{FIGURE_PATH}readout_delta.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "-data_hist1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig, (ax0, ax1) = plt.subplots(2, 1, tight_layout=True, sharex=True, gridspec_kw = {'wspace':0, 'hspace':0},figsize=(18,7))\n",
    "\n",
    "plt.sca(ax0)\n",
    "plt.plot(x,y1,label = r\"$|\\uparrow \\rangle$\", lw=3)\n",
    "plt.plot(x,y2,label = r\"$|\\downarrow \\rangle$\", lw=3)\n",
    "\n",
    "plt.xlabel('time (min)',fontsize=35)\n",
    "plt.ylabel(r'$\\langle C \\rangle$',fontsize=35)\n",
    "plt.xticks(fontsize=35)\n",
    "plt.yticks([0.1, 0.2], fontsize=35)\n",
    "plt.xlim(0,max(x))\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "\n",
    "plt.sca(ax1)\n",
    "plt.plot(np.linspace(0,max(x),len(centre_freqs)),centre_freqs, 'k', lw=3)\n",
    "\n",
    "plt.xlabel('time (min)',fontsize=35)\n",
    "plt.ylabel(r'$\\delta$ (kHz)',fontsize=35)\n",
    "plt.xticks(fontsize=35)\n",
    "plt.yticks([0, -20, -40], fontsize=35)\n",
    "plt.xlim(0,max(x))\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "\n",
    "plt.savefig(f\"{FIGURE_PATH}timetrace.pdf\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Readout fidelity and histograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1303,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/Figure2/20231010124521_Selective_measurement.hdf5\n"
     ]
    }
   ],
   "source": [
    "timestamp_list = [\n",
    "    '20231010124521',\n",
    "]\n",
    "\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1305,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "#  #7aad36\n",
      "Efficiency = 0.20, DC = 149 counts/s\n",
      "P0 = 1.000 +/- 0.000\n",
      "eta_x = 3.19e-04  +/-  2e-05 \n",
      "B = 74.7 +/-  6.9 kHz\n",
      "fit params:  [3.19338217e-04 9.47055567e-01 1.00000000e+00]\n",
      "Max fidelity : 0.91 in 133 RO cycles\n",
      "\n",
      "#  #047861\n",
      "Efficiency = 0.22, DC = 148 counts/s\n",
      "P0 = 1.000 +/- 0.000\n",
      "eta_x = 2.60e-04  +/-  2e-05 \n",
      "B = 67.5 +/-  6.4 kHz\n",
      "fit params:  [2.60310743e-04 9.70195967e-01 1.00000000e+00]\n",
      "Max fidelity : 0.94 in 85 RO cycles\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.special import erf\n",
    "from math import comb\n",
    "\n",
    "Key_field = '0'\n",
    "data_blue=data_list[0][0][Key_field]['data_blue']\n",
    "data_red =data_list[0][0][Key_field]['data_red']\n",
    "N_ROcycles =data_list[0][0][Key_field]['N_ROcycle']\n",
    "time_axis = data_list[0][0]['0']['time_axis']*1e-6\n",
    "\n",
    "N_ROcycles = 1000\n",
    "n_ro_steps = 1000\n",
    "N_ROcycles_part = np.linspace(-N_ROcycles, N_ROcycles, n_ro_steps)[(n_ro_steps//2):].astype(int)\n",
    "N_ROcycles_len = len(N_ROcycles_part)\n",
    "\n",
    "F_blue_list = []\n",
    "F_red_list = []\n",
    "F_err=[]\n",
    "for ii, n_ro in enumerate(N_ROcycles_part):\n",
    "    data_blue_diff = data_blue[:,:n_ro, 0].sum(1)-data_blue[:,:n_ro, 1].sum(1)\n",
    "    data_red_diff = data_red[:,:n_ro, 0].sum(1)-data_red[:,:n_ro, 1].sum(1)\n",
    "    threshold = (data_blue_diff.mean() + data_red_diff.mean())/2\n",
    "    F_blue = (data_blue_diff>threshold).mean()\n",
    "    F_blue_list.append(F_blue)\n",
    "    F_red = (data_red_diff<threshold).mean()\n",
    "    F_red_list.append(F_red)\n",
    "    F_err.append(np.sqrt((data_red_diff<threshold).std() / data_red_diff.shape[0])/2)\n",
    "\n",
    "# Remember that the IF was inverted\n",
    "F_blue = np.array(F_red_list)\n",
    "F_red = np.array(F_blue_list)\n",
    "F_err = np.array(F_err)\n",
    "\n",
    "colors = ['#7aad36', '#047861']\n",
    "fig,ax=plt.subplots(1,1, figsize=(7.5, 7), tight_layout=True)\n",
    "for i, F in enumerate([F_red, F_blue]):\n",
    "    print('\\n# ',colors[i])\n",
    "\n",
    "    # Calculate efficiency and dark counts from the measurement\n",
    "    if i==0:\n",
    "        dc_td = data_blue[:, :50, 1].mean()\n",
    "        eff = (data_blue.mean(0) - dc_td)[:20,0].mean()\n",
    "    else:\n",
    "        dc_td = data_red[:, :50, 0].mean()\n",
    "        eff = (data_red.mean(0) - dc_td)[:20,1].mean()\n",
    "\n",
    "    td = time_axis[-1]\n",
    "    dc = dc_td / td\n",
    "    snr_prefactor = eff / np.sqrt(eff*(1-eff) + 2*dc_td)\n",
    "    print(f'Efficiency = {eff:.2f}, DC = {dc*1e3:.0f} counts/s')\n",
    "\n",
    "    def erf_exponential(beta, t):\n",
    "        snr_increase = 0.5*(1 - erf(-snr_prefactor*np.sqrt(t/2)))\n",
    "        pop = ( beta[1] - 1/2 ) * np.exp( -2 * beta[0] * t ) + 1/2\n",
    "        return snr_increase * pop\n",
    "\n",
    "    x, y = N_ROcycles_part, F\n",
    "    dx, dy = 0.01, np.mean(F_err)\n",
    "\n",
    "    guess = [-0.3, 20, 0.5, 1400]\n",
    "    guess = [1/2000, 1/2000, 1]\n",
    "    data = RealData(x, y, dx, dy)\n",
    "    model = Model(erf_exponential)\n",
    "    odr = ODR(data, model, guess)\n",
    "    odr.set_job(fit_type=0)\n",
    "    output = odr.run()\n",
    "    beta = output.beta\n",
    "    err = np.sqrt(np.diag(output.cov_beta))*5\n",
    "\n",
    "\n",
    "    eta = beta[0]\n",
    "    d_eta = err[0]\n",
    "\n",
    "    def calculate_B_from_eta(eta, d_eta, kappa = 643, d_kappa = 50, omega_I = 789):\n",
    "        resonator_filter = 1 / np.sqrt(1 + (2*omega_I/kappa)**2)\n",
    "        b = 2*omega_I * np.sqrt(eta)/resonator_filter\n",
    "        d_b = (2*omega_I /resonator_filter * np.sqrt(1 / eta) * d_eta/2 + \n",
    "            2*omega_I * np.sqrt(eta) * (4 * delta**2 / kappa**2) * resonator_filter * d_kappa/kappa)\n",
    "        return b, d_b\n",
    "    b_param, d_b_param = calculate_B_from_eta(eta, d_eta)\n",
    "    \n",
    "    print(f'P0 = {beta[2]:.3f} +/- {err[2]:.3f}\\neta_x = {eta:.2e}  +/-  {d_eta:.0e} \\nB = {b_param:.1f} +/-  {d_b_param:.1f} kHz')\n",
    "    \n",
    "    print('fit params: ', beta)\n",
    "    print(f'Max fidelity : {max(F):.2f} in {N_ROcycles_part[np.argmax(F)]} RO cycles')\n",
    "\n",
    "    mask = fn.sinhspace_asymm(0, N_ROcycles_len-1, 30, 5).astype(int)\n",
    "\n",
    "    plt.plot(N_ROcycles_part, erf_exponential(beta, N_ROcycles_part), 'k', lw=4, label='Exponential fit')\n",
    "    plt.errorbar(N_ROcycles_part[mask], F[mask], F_err[mask], fmt='o', color=colors[i], label='Mean fidelity', ms=10, lw=3, alpha=0.9)\n",
    "\n",
    "plt.yticks(np.arange(0.6,1.01,0.2),fontsize=35)\n",
    "plt.xticks(np.arange(0, 1001, 250),fontsize=35)\n",
    "plt.ylim([0.50, 1.01])\n",
    "plt.xticks(fontsize=35)\n",
    "plt.xlabel(r'$N_{RO}$',fontsize=35)\n",
    "#plt.ylabel(r'$P_{|\\Downarrow\\rangle}$',fontsize=35)\n",
    "plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "plt.savefig(f'{FIGURE_PATH}fidelity.pdf')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dc_td = data_blue[:, :20,1].mean()\n",
    "data_blue2 = data_blue.mean(0) - dc_td\n",
    "eff = data_blue2[:20,0].mean()\n",
    "print(dc_td, dc*td, eff)\n",
    "plt.plot(data_blue.mean(0) - dc_td)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from math import comb\n",
    "\n",
    "eff = 0.4     # 40% efficiency of the detector\n",
    "dc = 125      # counts per s\n",
    "td = 2e-3   # 17us of detection time\n",
    "snr_prefactor = eff / np.sqrt(eff*(1-eff) + 2*dc*td)\n",
    "\n",
    "print(snr_prefactor)\n",
    "def erf_exponential(beta, t):\n",
    "    return 0.5*(1 - erf(beta[0]*np.sqrt(t/2))) * ((beta[2]- 0.5)*np.exp(-2*beta[1]*t) + 0.5)\n",
    "\n",
    "beta = [-0.22,  2.8e-04,  0.95]\n",
    "t = np.linspace(5, 1000, 1001, dtype=int)\n",
    "y = erf_exponential(beta, x)\n",
    "\n",
    "plt.plot(x, y)\n",
    "plt.errorbar(N_ROcycles_part[mask], F[mask], F_err[mask], fmt='o', color='k', label='Mean fidelity', ms=10, lw=3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import poisson, bernoulli\n",
    "\n",
    "dc_rate = 0.05 # counts / ms\n",
    "n_ro = 1000\n",
    "eta = 10 / (2*785) # B / 2wL\n",
    "missprep = 0.08\n",
    "\n",
    "\n",
    "\n",
    "def generate_p_down(n_ro, dc_rate, eta, missprep, avgs=5000, p_photon=0.18, smpd_time=2):\n",
    "    max_n_ro = np.max(n_ro)\n",
    "\n",
    "    # Generate Poisson-distributed random numbers\n",
    "    dc_samples = poisson.rvs(dc_rate*smpd_time, size=[max_n_ro, avgs])\n",
    "    count_samples = bernoulli.rvs(p_photon, size=[max_n_ro, avgs])\n",
    "\n",
    "    # Calculate the probability of a cross transition happening after each readout. \n",
    "    # After it happens, set all the following counts the count to 0\n",
    "    cross_transitions = np.cumsum(bernoulli.rvs(eta, size=[max_n_ro, avgs]), axis=0)\n",
    "    a = (cross_transitions % 2).astype(bool)\n",
    "    count_samples[a] = -1 * count_samples[a]\n",
    "\n",
    "    # Calculate the probability of an incorrect preparation and eliminate the counts\n",
    "    miss_preparation = bernoulli.rvs(missprep, size=[avgs])\n",
    "    count_samples[:, miss_preparation > 0] = 0\n",
    "\n",
    "    total_samples = count_samples + poisson.rvs(dc_rate*smpd_time, size=[max_n_ro, avgs])\n",
    "    delta_samples = total_samples - dc_samples\n",
    "\n",
    "    p_down_full = (np.cumsum(delta_samples, axis=0) > 0).mean(1)\n",
    "\n",
    "    # Select the values corresponding to n_ro\n",
    "    p_down = p_down_full[n_ro - 1]\n",
    "\n",
    "    return p_down\n",
    "\n",
    "dc_rates = np.linspace(0.07, 0.1, 5)\n",
    "etas = np.linspace(0.6, 1.2, 5) / (2*785)\n",
    "misspreps = np.linspace(0.07, 0.12, 5)\n",
    "p_downs = np.zeros((len(dc_rates), len(etas), len(misspreps), N_ROcycles_part.shape[0]))\n",
    "\n",
    "for i, dc_rate in enumerate(dc_rates):\n",
    "    for j, eta in enumerate(etas):\n",
    "        for k, missprep in enumerate(misspreps):\n",
    "            fn.PrintStatic(f'{i}, {j}, {k}')\n",
    "            p_downs[i, j, k] = generate_p_down(N_ROcycles_part, dc_rate, eta, missprep)\n",
    "        \n",
    "# Calculate the norm\n",
    "norms = np.linalg.norm(p_downs-F, axis=-1)\n",
    "# Get the index of the smallest element in the flattened array\n",
    "index_flat = np.argmin(norms)\n",
    "# Convert the flat index to indices in the original shape of the array\n",
    "indices = np.unravel_index(index_flat, norms.shape)\n",
    "\n",
    "\n",
    "plt.title(f'Best fit: dc_rate = {dc_rates[indices[0]]:.3f}, B = {(2*785)*etas[indices[1]]:.2f}, missprep = {misspreps[indices[2]]:.2f}')\n",
    "plt.plot(N_ROcycles_part, F, 'ko', label='Mean fidelity')\n",
    "plt.plot(N_ROcycles_part, p_downs[indices], 'r--', label='Simulated fidelity')\n",
    "plt.yticks(fontsize=35)\n",
    "plt.xticks(fontsize=35)\n",
    "plt.xlabel(r'$N_{RO}$',fontsize=35)\n",
    "plt.ylabel(r'$P_{|\\Downarrow\\rangle}$',fontsize=35)\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_blue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import norm\n",
    "\n",
    "def pop_decay(x, p0, eta):\n",
    "    return ((p0 - 0.5)*np.exp(-2*eta*x) + 0.5)\n",
    "\n",
    "dc_rate = 120\n",
    "def prob_meas(n, p, eta, eps, dc=dc_rate):\n",
    "    p1 = pop_decay(n, p, eta)\n",
    "    p2 = (1-p1)       # Probability of being in state 2\n",
    "\n",
    "    pd1 = p1 * eps    # Probability of detection for state 1\n",
    "    pd2 = p2 * eps    # Probability of detection for state 2\n",
    "\n",
    "    # Parameters of the two Gaussians and the dark counts\n",
    "    mu_dc = n*dc\n",
    "    mu1 = n*(pd1 + dc)\n",
    "    mu2 = n*(pd2 + dc)\n",
    "\n",
    "    sigma_sq_dc = n*dc\n",
    "    sigma_sq1 = n*(pd1*(1-pd1) + dc)\n",
    "    sigma_sq2 = n*(pd2*(1-pd2) + dc)\n",
    "\n",
    "    # Area of the 2 gaussian distributions from -inf to 0\n",
    "    area1 = norm.cdf(0, mu1-mu_dc, np.sqrt(sigma_sq1+sigma_sq_dc))*p1\n",
    "    area2 = norm.cdf(0, mu_dc-mu2, np.sqrt(sigma_sq_dc+sigma_sq2))*p2\n",
    "\n",
    "    return 1 - area1 - area2\n",
    "\n",
    "eta = 2e-4\n",
    "p0 = 0.8\n",
    "p_detection = 0.18\n",
    "\n",
    "\n",
    "x = N_ROcycles_part\n",
    "\n",
    "guess = [p0, eta, p_detection]\n",
    "popt, pcov = curve_fit(prob_meas, x, F, p0=guess)\n",
    "\n",
    "kappa = 643\n",
    "omega_I = 789\n",
    "resonator_filter = 1 / (1 + (2*omega_I/kappa)**2)\n",
    "b_param = 2*omega_I * np.sqrt(popt[1] / resonator_filter)\n",
    "#plt.title(f'Best fit: dc = {popt[2]/2e-3:.1f} c/s, B = {(2*785)*popt[1]:.2f} kHz\\nP0 = {popt[0]:.2f}, eps = {popt[3]:.2f}')\n",
    "plt.title(f'Best fit: B = {b_param:.1f} kHz\\nP0 = {popt[0]:.2f}, eps = {popt[2]:.2f}')\n",
    "\n",
    "plt.plot(x, F, 'ko')\n",
    "plt.plot(x, prob_meas(x, *guess), 'k--', alpha = 0.5)\n",
    "plt.plot(x, prob_meas(x, *popt), 'r')\n",
    "plt.yticks([0.6, 0.8, 1], fontsize=35)\n",
    "plt.xticks([0, 500,1000], fontsize=35)\n",
    "plt.xlabel(r'$N_{RO}$',fontsize=35)\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "avgs = 100000      # Number of averages\n",
    "n = 3000           # Number of readouts\n",
    "dc = dc_rate      # Dark count rate\n",
    "eps = p_detection # Probability of detection\n",
    "\n",
    "p1 = 0.7          # Probability of being in state 1\n",
    "p2 = (1-p1)       # Probability of being in state 2\n",
    "\n",
    "pd1 = p1 * eps    # Probability of detection for state 1\n",
    "pd2 = p2 * eps    # Probability of detection for state 2\n",
    "\n",
    "# Parameters of the two Gaussians\n",
    "\n",
    "mu_dc = n*dc\n",
    "mu1 = n*(pd1 + dc)\n",
    "mu2 = n*(pd2 + dc)\n",
    "\n",
    "sigma_sq_dc = n*dc\n",
    "sigma_sq1 = n*(pd1*(1-pd1) + dc)\n",
    "sigma_sq2 = n*(pd2*(1-pd2) + dc)\n",
    "\n",
    "# Decide which Gaussian to sample from\n",
    "choices = np.random.choice([1, 2], size=avgs, p=[p1, p2])\n",
    "\n",
    "# Readout from state 1, each gaussian is rescaled by the population of the state\n",
    "samples1 = np.where(\n",
    "    choices == 1, \n",
    "    np.random.normal(mu1, np.sqrt(sigma_sq1), avgs), # We project into state 1\n",
    "    np.random.normal(mu_dc, np.sqrt(sigma_sq_dc), avgs)  # We project into state 2, no counts\n",
    ")\n",
    "\n",
    "# Readout from state 2, each gaussian is rescaled by the population of the state\n",
    "samples2 = np.where(\n",
    "    choices == 2, \n",
    "    np.random.normal(mu2, np.sqrt(sigma_sq2), avgs), # We project into state 2\n",
    "    np.random.normal(mu_dc, np.sqrt(sigma_sq_dc), avgs)  # We project into state 1, no counts\n",
    ")\n",
    "\n",
    "x = np.linspace(min(samples1), max(samples1), 1000)\n",
    "plt.hist(samples1, bins=50, density=True, alpha=0.5)\n",
    "plt.plot(x, gaussian(x, mu_dc, sigma_sq_dc)*p2, color=fn.colors[0])\n",
    "plt.plot(x, gaussian(x, mu1, sigma_sq1)*p1, color=fn.colors[0])\n",
    "\n",
    "x = np.linspace(min(samples2), max(samples2), 1000)\n",
    "plt.hist(samples2, bins=50, density=True, alpha=0.5)\n",
    "plt.plot(x, gaussian(x, mu_dc, sigma_sq_dc)*p1, color=fn.colors[1])\n",
    "plt.plot(x, gaussian(x, mu2, sigma_sq2)*p2, color=fn.colors[1])\n",
    "\n",
    "plt.figure()\n",
    "diff = samples1 - samples2\n",
    "x = np.linspace(min(diff), max(diff), 1000)\n",
    "plt.hist(diff, bins=50, density=True)\n",
    "plt.plot(x, gaussian(x, mu1-mu_dc, sigma_sq1+sigma_sq_dc)*p1, color=fn.colors[2])\n",
    "plt.plot(x, gaussian(x, mu_dc-mu2, sigma_sq_dc+sigma_sq2)*p2, color=fn.colors[2])\n",
    "integral1 = (diff >= 0).mean()\n",
    "integral2 = 1 + norm.cdf(0, mu1-mu_dc, np.sqrt(sigma_sq1+sigma_sq_dc))*p1 - + norm.cdf(0, mu_dc-mu2, np.sqrt(sigma_sq_dc+sigma_sq2))*p2\n",
    "\n",
    "def prob_meas(n, p, dc, eps):\n",
    "    p1 = p\n",
    "    p2 = (1-p1)       # Probability of being in state 2\n",
    "\n",
    "    pd1 = p1 * eps    # Probability of detection for state 1\n",
    "    pd2 = p2 * eps    # Probability of detection for state 2\n",
    "\n",
    "    # Parameters of the two Gaussians and the dark counts\n",
    "    mu_dc = n*dc\n",
    "    mu1 = n*(pd1 + dc)\n",
    "    mu2 = n*(pd2 + dc)\n",
    "\n",
    "    sigma_sq_dc = n*dc\n",
    "    sigma_sq1 = n*(pd1*(1-pd1) + dc)\n",
    "    sigma_sq2 = n*(pd2*(1-pd2) + dc)\n",
    "\n",
    "    # Area of the 2 gaussian distributions from -inf to 0\n",
    "    area1 = norm.cdf(0, mu1-mu_dc, np.sqrt(sigma_sq1+sigma_sq_dc))*p1\n",
    "    area2 = norm.cdf(0, mu_dc-mu2, np.sqrt(sigma_sq_dc+sigma_sq2))*p2\n",
    "\n",
    "    return 1 - area1 - area2\n",
    "\n",
    "print(integral1, prob_meas(n, p1, dc, eps))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig,ax=plt.subplots(1,1, figsize=(9, 9), tight_layout=True)\n",
    "n_ro=100\n",
    "data_blue_diff = data_blue[:,:n_ro, 0].sum(1)-data_blue[:,:n_ro, 1].sum(1)\n",
    "data_red_diff = data_red[:,:n_ro, 0].sum(1)-data_red[:,:n_ro, 1].sum(1)\n",
    "threshold = (data_blue_diff.mean() + data_red_diff.mean())/2\n",
    "hist1=plt.hist(data_blue_diff, bins=np.arange(-50,50,4),alpha=0.8, label='rabi')\n",
    "hist2=plt.hist(data_red_diff, bins=np.arange(-50,50,4),alpha=0.8, label='preparation')\n",
    "plt.vlines(0,0,max(hist2[0]*1.1),linestyle=\"dashed\",color=\"k\",linewidth=5)\n",
    "plt.text(3, 52, r\"$|\\Uparrow\\rangle$\",fontsize=50)\n",
    "plt.text(-52, 52, r\"$|\\Downarrow\\rangle$\",fontsize=50)\n",
    "\n",
    "plt.xlabel(r'$ \\delta C $',fontsize=35)\n",
    "plt.ylabel('Counts',fontsize=35)\n",
    "plt.xticks(np.arange(-40,41,20),fontsize=35)\n",
    "plt.yticks(np.arange(0,51,25),fontsize=35)\n",
    "plt.ylim([0,max(hist2[0])*1.1])\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "plt.savefig(f'{FIGURE_PATH}readout.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig,ax=plt.subplots(2,1, figsize=(9, 9), tight_layout=True)\n",
    "\n",
    "data_red_blue = [data_red, data_blue]\n",
    "\n",
    "for i in range(2):\n",
    "    plt.sca(ax[i])\n",
    "    n_ro=100\n",
    "    #data_blue_diff = data_blue[:,:n_ro, 0].sum(1)-data_blue[:,:n_ro, 1].sum(1)\n",
    "    #data_red_diff = data_red[:,:n_ro, 0].sum(1)-data_red[:,:n_ro, 1].sum(1)\n",
    "\n",
    "    data_blue_diff = data_red_blue[i][:,:n_ro, 0].sum(1)\n",
    "    data_red_diff = data_red_blue[i][:,:n_ro, 1].sum(1)\n",
    "    threshold = (data_blue_diff.mean() + data_red_diff.mean())/2\n",
    "    hist1=plt.hist(data_blue_diff, bins=np.arange(0,100,4),alpha=0.8, label='rabi')\n",
    "    hist2=plt.hist(data_red_diff, bins=np.arange(0,100,4),alpha=0.8, label='preparation')\n",
    "    plt.vlines(threshold,0,max(hist2[0]*1.1),linestyle=\"dashed\",color=\"k\",linewidth=5)\n",
    "\n",
    "\n",
    "    if i==1:\n",
    "        plt.xlabel(r'$ C $',fontsize=35)\n",
    "        plt.xticks(np.arange(0,101,20),fontsize=35)\n",
    "        plt.text(70, 45, r\"$|\\Uparrow\\rangle$\",fontsize=50, color=fn.colors[0])\n",
    "        plt.text(3, 45, r\"$|\\Downarrow\\rangle$\",fontsize=50, color=fn.colors[1])\n",
    "    else:\n",
    "        plt.xticks(np.arange(0,101,20),[],fontsize=35)\n",
    "        plt.text(3, 45, r\"$|\\Uparrow\\rangle$\",fontsize=50, color=fn.colors[0])\n",
    "        plt.text(70, 45, r\"$|\\Downarrow\\rangle$\",fontsize=50, color=fn.colors[1])\n",
    "\n",
    "    plt.ylabel('Counts',fontsize=35)\n",
    "    plt.yticks(np.arange(0,51,25),fontsize=35)\n",
    "    plt.ylim([0,80])\n",
    "    plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "plt.savefig(f'{FIGURE_PATH}readout.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 3\n",
    "\n",
    "The figure will display the sidebands for different power amplitudes and a rabi on the sidebands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1277,
   "metadata": {},
   "outputs": [],
   "source": [
    "LOCAL_PATH = \"../data/Figure3/\"\n",
    "FIGURE_PATH = \"../figures/Figure3/\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sideband spectroscopy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1278,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/Figure3/20230930210016_Nuclear_Rabi_frequency_amplitude_flattop.hdf5\n",
      "Loading ../data/Figure3/20231001155126_Nuclear_Rabi_frequency_amplitude_flattop.hdf5\n"
     ]
    }
   ],
   "source": [
    "timestamp_list = [\n",
    "    '20230930210016',\n",
    "    '20231001155126',\n",
    "]\n",
    "\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1279,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.interpolate import CubicSpline\n",
    "\n",
    "Key_field = '0'\n",
    "data=data_list[0][0][Key_field]['click_array']\n",
    "data_prep=data_list[0][0][Key_field]['click_preparation_array']\n",
    "freqs = data_list[0][0][Key_field]['freqs']\n",
    "rabi_amps = data_list[0][0][Key_field]['rabi_amp']\n",
    "\n",
    "Y = []\n",
    "DY = []\n",
    "\n",
    "freq_sideband = Photon_IF+0.785e6\n",
    "freq_init   = int(freq_sideband-45e3) #Here increased from 25 to 50 kHz while keeping the same step\n",
    "freq_fin    = int(freq_sideband+15e3)\n",
    "freq_step   = int(5e3)\n",
    "n_step_freq = int((freq_fin -freq_init)/freq_step)+1\n",
    "freqs = np.linspace(freq_init,freq_fin,n_step_freq)\n",
    "x = -(freqs*1e-3-Photon_IF*1e-3)\n",
    "\n",
    "for i in range(len(rabi_amps)-1):\n",
    "\n",
    "    data_i = data[:,:,i]\n",
    "    data_prep_i = data_prep[:,:,i]\n",
    "\n",
    "    \n",
    "    data_singleshot=(data_i.sum(2)[:,:,0]-data_i.sum(2)[:,:,1])<0\n",
    "    \"\"\"\n",
    "    step = data_singleshot.shape[0]//60\n",
    "    interp_list = []\n",
    "    for ii in range(1, 51):\n",
    "        x = -np.flip(freqs*1e-3-Photon_IF*1e-3-centre_freq[ii-1])\n",
    "        y = np.flip(data_singleshot[ii*step:(ii+1)*step].mean(0))\n",
    "        interp_list.append(np.interp(X, x, y))\n",
    "    \"\"\"\n",
    "    \n",
    "    #x = -(freqs*1e-3-Photon_IF*1e-3 - centre_freqs) # IF is inverted\n",
    "    Y.append(np.mean(data_singleshot, axis=0))\n",
    "    DY.append(np.sqrt(Y[-1]*(1-Y[-1])/data_singleshot.shape[0]))\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1280,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.1       , 0.14285714, 0.18571429, 0.22857143, 0.27142857,\n",
       "       0.31428571, 0.35714286, 0.4       ])"
      ]
     },
     "execution_count": 1280,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rabi_amps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1281,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[60000, 41996, 32304, 26248, 22104, 19088, 16796, 15000]"
      ]
     },
     "execution_count": 1281,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rabi_duration = 60_000\n",
    "relative_rabi = [int(rabi_duration * 0.1 / r  / 4) * 4 for r in rabi_amps]\n",
    "relative_rabi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1282,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1\n",
      "[-787.46084637  -13.57078826]\n",
      "0.14285714285714288\n",
      "[-784.56508707  -16.95069027]\n",
      "0.18571428571428572\n",
      "[-779.00543953  -20.22358207]\n",
      "0.2285714285714286\n",
      "[-772.5211895   -22.81809423]\n",
      "0.27142857142857146\n",
      "[-765.10046004  -26.77895195]\n",
      "0.31428571428571433\n",
      "[-755.17392848  -32.4729586 ]\n",
      "0.3571428571428572\n",
      "[-745.39098251  -29.46695458]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/cc/gch5f6gx5716gr3vpg1glxkm0000gn/T/ipykernel_79155/266463767.py:47: UserWarning: marker is redundantly defined by the 'marker' keyword argument and the fmt string \"o\" (-> marker='o'). The keyword argument will take precedence.\n",
      "  ax_spec.errorbar(x, y, dy, fmt=\"o\", color=cmap(50+i*50), label = r\"$\\Omega/2\\pi$ = \"+f\"{np.round(omega,-1):.0f} kHz\", ms=15, marker=markers[i%3])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import colormaps\n",
    "\n",
    "fig, ax_spec = plt.subplots(1, 1, tight_layout=True, sharex=True, gridspec_kw = {'wspace':0, 'hspace':0},figsize=(9,9))\n",
    "\n",
    "plot_amps = []\n",
    "central_frequencies = []\n",
    "d_central_frequencies = []\n",
    "# Get the colormap\n",
    "cmap = colormaps['Reds']\n",
    "markers = ['s', '^', 'o']\n",
    "\n",
    "for i in range(len(rabi_amps)-1):#[1:-1:2]:\n",
    "    y = Y[i]\n",
    "    dy = DY[i]\n",
    "    print(rabi_amps[i])\n",
    "    try:\n",
    "        guess = [x[np.argmax(-y)], (x[-1]-x[0])/5, min(y)-max(y), max(y)]\n",
    "        popt, pcov = curve_fit(lorentz,x,y,guess,maxfev = 10000)\n",
    "        x_fit = np.linspace(x[0],x[-1],201)\n",
    "        y_fit = lorentz(x_fit,*popt)\n",
    "        \n",
    "        ax_spec.plot(x_fit,y_fit,color=cmap(50+i*50), alpha=0.5, lw=5)\n",
    "        #y_fit = lorentz(x_fit,*guess)\n",
    "        #plt.plot(x_fit,y_fit, label = 'fit')\n",
    "        maxfreq = popt[0]\n",
    "    except Exception as e:\n",
    "        print('fit failed : ', e)\n",
    "        popt=guess\n",
    "    \n",
    "    popt, std = fit_lorentzian(x, -y, 0.001, np.std(dy))\n",
    "    print(popt)\n",
    "    plot_amps.append(rabi_amps[i]*1/1.068)\n",
    "    central_frequencies.append(popt[0])\n",
    "    d_central_frequencies.append(np.sqrt(np.diag(pcov))[0])\n",
    "    \n",
    "    kappa = 643    # kHz\n",
    "    delta_sb = popt[0]\n",
    "    OmegaR_05 = 94.5  # kHz, Rabi frequency at 0.05 relative power. See notebook AC Stark shift\n",
    "    #lorentzian_sb =  kappa**2 / (delta_sb**2 + kappa**2/4)\n",
    "    lorentzian_sb = 1 / np.sqrt(1 + 4 * delta_sb**2 / kappa**2)\n",
    "    omega = OmegaR_05 * np.array(rabi_amps[i]*1/1.068) / 0.05 * lorentzian_sb\n",
    "\n",
    "    if i==5:\n",
    "        ax_spec.vlines(maxfreq, 0, 0.4, 'k', linestyle='--', lw=5)\n",
    "        #ax_spec.text(-782, 0.07, r'$\\omega^-_{SB}(\\Omega/2\\pi = $'+f\"{omega:.0f} kHz) / $2\\pi$\", fontsize=35,)# color=cmap(100+i*50))\n",
    "\n",
    "    ax_spec.errorbar(x, y, dy, fmt=\"o\", color=cmap(50+i*50), label = r\"$\\Omega/2\\pi$ = \"+f\"{np.round(omega,-1):.0f} kHz\", ms=15, marker=markers[i%3])\n",
    "    ax_spec.set_xlabel(r'$\\delta / 2\\pi$ (kHz)', fontsize=40)\n",
    "    ax_spec.set_yticks(np.arange(0,1.1,0.2))\n",
    "    ax_spec.set_ylabel(r'$P_{|\\Downarrow\\rangle}$', fontsize=40)\n",
    "    plt.xticks(-np.arange(750,801,20), fontsize=40)\n",
    "    plt.yticks(np.arange(0,1.1,0.2), fontsize=40)\n",
    "    plt.xlim(-802, -738)\n",
    "    ax_spec.set_ylim([0,1])\n",
    "    #ax_spec.legend(loc=2, fontsize=30)\n",
    "    \n",
    "ax_spec.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "central_frequencies_red = np.array(central_frequencies)\n",
    "d_central_frequencies_red = np.array(d_central_frequencies)\n",
    "#plt.savefig(f'{FIGURE_PATH}AC_Zeeman_sideband_red.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1283,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 3.,  4., 12.,  5.,  8., 10.,  6.,  2.]),\n",
       " array([ 3.7  ,  6.775,  9.85 , 12.925, 16.   , 19.075, 22.15 , 25.225,\n",
       "        28.3  ]),\n",
       " <BarContainer object of 8 artists>)"
      ]
     },
     "execution_count": 1283,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spacing = 34.5\n",
    "centre_freq = np.array([\n",
    "    7.6, 13.4, 16.0, 11.7, 17.5, 12.3, 10.6, 11.6, 10.0, 23.4, 23.4,\n",
    "    8.7, 18.6, 15.4, 11.6, 18.1, 13.8, 16.1, 10.3, 19.2, 6.0, 21.7,\n",
    "    8.0, 16.5, 12.9, 5.4, 15.8, 10.8, 8.5, 24.7, 20.8, 12.4, 23.6,\n",
    "    21.8, 11.4, 22.3, 10.3, 21.5, 22.1, 28.3, 19.6, 26.7, 14.8, 3.7,\n",
    "    21.6, 23.4, 19.0, 17.0, 20.9, 21.2\n",
    "]) #- spacing/2 \n",
    "\n",
    "last_cf = 31.5 - spacing/2\n",
    "\n",
    "centre_freq.mean()\n",
    "plt.hist(centre_freq, bins=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1284,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data for the blue sideband. Remember that the frequency is defined as the LO - IF and we modify the IF.\n",
    "\n",
    "Key_field = '0'\n",
    "data=data_list[1][0][Key_field]['click_array']\n",
    "data_prep=data_list[1][0][Key_field]['click_preparation_array']\n",
    "freqs = data_list[1][0][Key_field]['freqs']\n",
    "rabi_amps = data_list[1][0][Key_field]['rabi_amp']\n",
    "\n",
    "\n",
    "freq_sideband = Photon_IF-0.785e6\n",
    "freq_init   = int(freq_sideband-15e3) #Here increased from 25 to 50 kHz while keeping the same step\n",
    "freq_fin    = int(freq_sideband+60e3)\n",
    "freq_step   = int(5e3)\n",
    "n_step_freq = int((freq_fin -freq_init)/freq_step)+1\n",
    "freqs = np.linspace(freq_init,freq_fin,n_step_freq)\n",
    "x = -(freqs*1e-3-Photon_IF*1e-3)\n",
    "\n",
    "Y = []\n",
    "DY = []\n",
    "#x = np.linspace(720, 810, 11)\n",
    "for i in range(len(rabi_amps)-1):\n",
    "\n",
    "    data_i = data[:,:,i]\n",
    "    data_prep_i = data_prep[:,:,i]\n",
    "\n",
    "    \n",
    "    data_singleshot=(data_i.sum(2)[:,:,0]-data_i.sum(2)[:,:,1])<0\n",
    "    '''\n",
    "    step = data_singleshot.shape[0]//60\n",
    "    interp_list = []\n",
    "    for ii in range(50):\n",
    "        x_tmp = -np.flip(freqs*1e-3-Photon_IF*1e-3  + last_cf - centre_freq[ii-1])\n",
    "        y = np.flip(data_singleshot[ii*step:(ii+1)*step].mean(0))\n",
    "        interp_list.append(np.interp(x, x_tmp, y))\n",
    "    '''\n",
    "\n",
    "    #x = -(freqs*1e-3-Photon_IF*1e-3 + last_cf) # IF is inverted\n",
    "    Y.append(np.mean(data_singleshot, axis=0))\n",
    "    #Y.append(np.mean(interp_list, axis=0))\n",
    "    DY.append(np.sqrt(Y[-1]*(1-Y[-1])/data_singleshot.shape[0]))\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1285,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/cc/gch5f6gx5716gr3vpg1glxkm0000gn/T/ipykernel_79155/2341277353.py:41: UserWarning: marker is redundantly defined by the 'marker' keyword argument and the fmt string \"o\" (-> marker='o'). The keyword argument will take precedence.\n",
      "  ax_spec.errorbar(x, y, dy, fmt=\"o\", color=cmap(50+i*50), label = r\"$\\Omega/2\\pi$ = \"+f\"{np.round(omega, -1):.0f} kHz\", ms=15, marker=markers[i%3])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import colormaps\n",
    "\n",
    "fig, ax_spec = plt.subplots(1, 1, tight_layout=True, sharex=True, gridspec_kw = {'wspace':0, 'hspace':0},figsize=(9,9))\n",
    "\n",
    "plot_amps = []\n",
    "central_frequencies = []\n",
    "d_central_frequencies = []\n",
    "# Get the colormap\n",
    "cmap = colormaps['Blues']\n",
    "markers = ['s', '^', 'o']\n",
    "\n",
    "for i in range(len(rabi_amps)-1):#[1:-1:2]:\n",
    "    y = Y[i]\n",
    "    dy = DY[i]\n",
    "    try:\n",
    "        guess = [x[np.argmax(y)], (x[-1]-x[0])/5, max(y)-min(y), min(y)]\n",
    "        popt, pcov = curve_fit(lorentz,x,y,guess,maxfev = 10000)\n",
    "        x_fit = np.linspace(x[0],x[-1],201)\n",
    "        y_fit = lorentz(x_fit,*popt)\n",
    "        ax_spec.plot(x_fit,y_fit,color=cmap(50+i*50), alpha=0.5, lw=5)\n",
    "\n",
    "        maxfreq = popt[0]\n",
    "    except Exception as e:\n",
    "        print('fit failed : ', e)\n",
    "        popt=guess\n",
    "    \n",
    "    popt, std = fit_lorentzian(x, y, 0.001, np.std(dy))\n",
    "    plot_amps.append(rabi_amps[i])\n",
    "    central_frequencies.append(popt[0])\n",
    "    d_central_frequencies.append(std[0])\n",
    "\n",
    "    kappa = 643    # kHz\n",
    "    delta_sb = popt[0]\n",
    "    OmegaR_05 = 94.5  # kHz, Rabi frequency at 0.05 relative power. See notebook AC Stark shift\n",
    "    lorentzian_sb = 1 / np.sqrt(1 + 4 * delta_sb**2 / kappa**2)\n",
    "    omega = OmegaR_05 * np.array(rabi_amps[i]) / 0.05 * lorentzian_sb\n",
    "\n",
    "    if i==5:\n",
    "        ax_spec.vlines(maxfreq, 0, 0.8, 'k', linestyle='--', lw=5)\n",
    "        \n",
    "    ax_spec.errorbar(x, y, dy, fmt=\"o\", color=cmap(50+i*50), label = r\"$\\Omega/2\\pi$ = \"+f\"{np.round(omega, -1):.0f} kHz\", ms=15, marker=markers[i%3])\n",
    "    ax_spec.set_xlabel(r'$\\delta / 2\\pi$ (kHz)', fontsize=40)\n",
    "    ax_spec.set_yticks(np.arange(0,1.1,0.2))\n",
    "    ax_spec.set_ylabel(r'$P_{|\\Downarrow\\rangle}$', fontsize=40)\n",
    "    plt.xticks(np.arange(750,801,20), fontsize=40)\n",
    "    plt.yticks(np.arange(0,1.1,0.2), fontsize=40)\n",
    "    plt.xlim(738, 802)\n",
    "    ax_spec.set_ylim([0,1])\n",
    "    #ax_spec.legend(loc=2, fontsize=30)\n",
    "    \n",
    "    if i == 2: np.savetxt('blue_sideband.txt', np.array([x,y,dy]).T)\n",
    "    \n",
    "ax_spec.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "central_frequencies_blue = np.array(central_frequencies)\n",
    "d_central_frequencies_blue = np.array(d_central_frequencies)\n",
    "#plt.savefig(f'{FIGURE_PATH}AC_Zeeman_sideband_blue.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 354,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "89.30557551978612"
      ]
     },
     "execution_count": 354,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "220/6.2/lorentzian_sb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 355,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "218.4762455374749"
      ]
     },
     "execution_count": 355,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lorentzian_sb = 1 / np.sqrt(1 + 4 * 800**2 / kappa**2)\n",
    "\n",
    "OmegaR_05 * 0.31 / 0.05 * lorentzian_sb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 356,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "268.19840490159777"
      ]
     },
     "execution_count": 356,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "omega"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1298,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "f_0 = 788.642 +/- 0.308 kHz\n",
      "gamma = 1.768 +/- 0.001 MHz/T\n",
      "f_0 = 786.355 +/- 0.569 kHz\n",
      "gamma = 1.763 +/- 0.001 MHz/T\n",
      "f_0 = 787.873 +/- 0.417 kHz\n",
      "gamma = 1.767 +/- 0.001 MHz/T\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/cc/gch5f6gx5716gr3vpg1glxkm0000gn/T/ipykernel_79155/2363796805.py:20: RuntimeWarning: invalid value encountered in sqrt\n",
      "  return np.sqrt(2 * ( f_plus - f_sb ) * (f_sb**2 - f_minus**2) / f_sb)# np.sqrt(4 * (f_0 - f_sb) / (1 / (f_sb + f_sub) + 1 / (f_sb - f_sub)))\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.interpolate import CubicSpline\n",
    "\n",
    "fig, ax_spec = plt.subplots(1, 1, tight_layout=True, sharex=True, gridspec_kw = {'wspace':0, 'hspace':0},figsize=(9,9))\n",
    "\n",
    "kappa = 640e3 * 2*np.pi    # s-1\n",
    "OmegaR_05 = 96.8  # kHz, Rabi frequency at 0.05 relative power. See notebook AC Stark shift\n",
    "\n",
    "A = 34.5 # kHz\n",
    "B = 94\n",
    "field = 0.446   # T\n",
    "f0_guess =  780 # kHz\n",
    "\n",
    "def Omega_fit(f_sb, fI):\n",
    "    eta_plus = np.arctan(-B / (A + 2*fI))\n",
    "    eta_minus = np.arctan(-B / (A - 2*fI))\n",
    "    f_12 = (fI + A/2) * np.cos(eta_plus)  - B/2*np.sin(eta_plus)\n",
    "    f_34 = (fI - A/2) * np.cos(eta_minus) + B/2*np.sin(eta_minus)\n",
    "    f_plus = (f_12 + f_34)/2\n",
    "    f_minus = (f_12 - f_34)/2\n",
    "    return np.sqrt(2 * ( f_plus - f_sb ) * (f_sb**2 - f_minus**2) / f_sb)# np.sqrt(4 * (f_0 - f_sb) / (1 / (f_sb + f_sub) + 1 / (f_sb - f_sub)))\n",
    "\n",
    "\n",
    "sb_colors = [\"indianred\", \"royalblue\"]\n",
    "central_frequencies_both = [central_frequencies_red, central_frequencies_blue]\n",
    "d_central_frequencies_both = [d_central_frequencies_red, d_central_frequencies_blue]\n",
    "\n",
    "testt = [1/1.068, 1]\n",
    "omega_list = []\n",
    "for i in range(2):\n",
    "    central_frequencies = central_frequencies_both[i]\n",
    "    d_central_frequencies = d_central_frequencies_both[i]\n",
    "    delta_sb = central_frequencies*1e3 * 2*np.pi # s-1\n",
    "    #lorentzian_sb =  kappa**2 / (delta_sb**2 + kappa**2/4)\n",
    "    lorentzian_sb = 1 / np.sqrt(1 + 4 * delta_sb**2 / kappa**2)\n",
    "\n",
    "    omega = OmegaR_05 * np.array(plot_amps) * testt[i] / 0.05 * lorentzian_sb\n",
    "    omega_list.append(omega)\n",
    "\n",
    "    x = omega\n",
    "    y = -abs(central_frequencies)\n",
    "    plt.errorbar(x, -y, d_central_frequencies, fmt='o', color=sb_colors[i], ms=13, lw=4)\n",
    "    f0 = 790\n",
    "    popt, pcov = curve_fit(Omega_fit, -y, x, p0=[f0])\n",
    "\n",
    "    f0, df0 = popt[0], np.sqrt(np.diag(pcov))[0]\n",
    "    print(f'f_0 = {f0:.3f} +/- {df0:.3f} kHz')\n",
    "    print(f'gamma = {f0/field*1e-3:.3f} +/- {df0/field*1e-3:.3f} MHz/T')\n",
    "\n",
    "    y_fine = -np.linspace(min(y), max(y)+5, 1000)\n",
    "    #plt.plot(Omega_fit(y_fine, *popt), y_fine, '-.', color='k', alpha=1, lw=5)\n",
    "\n",
    "central_frequencies = np.abs(central_frequencies_both).flatten()\n",
    "d_central_frequencies = np.array(d_central_frequencies_both).flatten()\n",
    "\n",
    "x = np.array(omega_list).flatten()\n",
    "y = -abs(central_frequencies)\n",
    "f0 = 800\n",
    "popt, pcov = curve_fit(Omega_fit, -y, x, p0=[f0])\n",
    "\n",
    "f0, df0 = popt[0], np.sqrt(np.diag(pcov))[0]\n",
    "print(f'f_0 = {f0:.3f} +/- {df0:.3f} kHz')\n",
    "print(f'gamma = {f0/field*1e-3:.3f} +/- {df0/field*1e-3:.3f} MHz/T')\n",
    "y_fine = -np.linspace(min(y), max(y)+5, 1000)\n",
    "plt.plot(Omega_fit(y_fine, *popt), y_fine, '-.', color='k', alpha=1, lw=5)\n",
    "\n",
    "plt.ylabel(r'$|\\delta_{d, z}| / 2\\pi$ (kHz)', fontsize=40)\n",
    "plt.xlabel(r'$\\Omega / 2\\pi$ (kHz)', fontsize=40)\n",
    "plt.yticks(np.arange(745,791,20), fontsize=40)\n",
    "plt.xticks(np.arange(50,251,100), fontsize=40)\n",
    "plt.xlim([45,None])\n",
    "plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "\n",
    "\n",
    "#plt.savefig(f'{FIGURE_PATH}g2.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1296,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-783.88923434, -780.12206295, -774.12991986, -770.2240261 ,\n",
       "       -762.09259691, -752.93125552, -742.53621354])"
      ]
     },
     "execution_count": 1296,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Allowed Rabi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/Figure3/20230920150343_Spin_detection_calibration_Rabi_amp0.050.hdf5\n"
     ]
    }
   ],
   "source": [
    "timestamp_list = [\n",
    "    '20230920150343'\n",
    "]\n",
    "\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.05"
      ]
     },
     "execution_count": 274,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[0]['446.19235821999996']['amplitude_pulse']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 1.09431150e+02  9.66452505e-02  4.20602695e-01 -1.96593650e-01\n",
      "  5.09321658e-03  3.78713783e-01]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Key_field = list(data_list[0][0].keys())[0]\n",
    "click_array=data_list[0][0][Key_field]['click_array']\n",
    "time_axis=data_list[0][0][Key_field]['time_axis']\n",
    "rabi_times=data_list[0][0][Key_field]['rabi_times']\n",
    "amplitude_pulse=data_list[0][0][Key_field]['amplitude_pulse']\n",
    "\n",
    "N=10\n",
    "adiabatic_spin_sigma = 500 # in ns\n",
    "adiabatic_spin_Nsigma = 6\n",
    "    \n",
    "cycle_time=(time_axis[1:]-time_axis[:-1]).mean()*1e-6\n",
    "time_hist=time_axis.reshape(N, int(time_axis.shape[0]/N)).mean(-1)*1e-6\n",
    "\n",
    "integration_index=5\n",
    "integration_index_bg=5\n",
    "counts=((click_array.mean(0)[:,:integration_index].sum(-1)-0*click_array.mean(0)[:,-integration_index_bg:].mean(-1)*integration_index)*(time_hist[1]-time_hist[0]))\n",
    "dcounts=((click_array.std(0)[:,:integration_index].sum(-1)-0*click_array.mean(0)[:,-integration_index_bg:].mean(-1)*integration_index)*(time_hist[1]-time_hist[0])) / np.sqrt(click_array.shape[0])\n",
    "duration =(adiabatic_spin_sigma*(adiabatic_spin_Nsigma) + rabi_times)*1e-3\n",
    "\n",
    "def rabi_osc(t, T, f, phi, a, b, c):\n",
    "    return a*np.cos(2*np.pi*(f*t + phi))*np.exp(-t/T) + b*t + c\n",
    "\n",
    "guess=[\n",
    "        100,\n",
    "        0.09,\n",
    "        0.5,\n",
    "        max(counts)/2 - min(counts)/2, \n",
    "        (np.mean(counts[-10:]) - np.mean(counts[:10])) / (duration[-1] - duration[0]),\n",
    "        np.mean(counts)*0.9\n",
    "]\n",
    "try:\n",
    "    popt,popc=curve_fit(rabi_osc, duration, counts, guess)\n",
    "except Exception as e:\n",
    "    popt = guess\n",
    "    print('fit failed: ', e) \n",
    "\n",
    "\n",
    "fig, ax_spec = plt.subplots(1, 1, tight_layout=True, sharex=True, gridspec_kw = {'wspace':0, 'hspace':0},figsize=(9,9))\n",
    "plt.xlabel(r'$\\tau_{A}$ (µs)', fontsize=40)\n",
    "plt.ylabel(r'$\\langle C \\rangle$', fontsize=40)\n",
    "plt.xticks([10,20,30,40,50], fontsize=40)\n",
    "plt.yticks([0.2, 0.4, 0.6, 0.8], fontsize=40)\n",
    "plt.ylim([0.2,0.8])\n",
    "plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "\n",
    "plt.plot(duration, rabi_osc(duration, *popt), lw=5, color='k')\n",
    "plt.errorbar(duration, counts, dcounts, fmt='o', lw=3, ms=15, color='green')\n",
    "print(popt)\n",
    "plt.savefig(f'{FIGURE_PATH}allowed_rabi.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sideband Rabi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/Figure3/20231009225439_Nuclear_Rabi_duration_flattop.hdf5\n",
      "Loading ../data/Figure3/20231010030142_Nuclear_Rabi_duration_flattop.hdf5\n"
     ]
    }
   ],
   "source": [
    "timestamp_list = [\n",
    "    '20231009225439',\n",
    "    '20231010030142',\n",
    "]\n",
    "\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.31\n"
     ]
    }
   ],
   "source": [
    "print(data[0]['0']['rabi_amp'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  15.67837735  312.00149172 1543.52510501] [ 0.05177891  6.11746267 33.57128653]\n",
      "[   14.62938959  -251.85577859 -2039.63430425] [ 0.06832405  6.75799465 58.05598993]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Key_field = '0' \n",
    "\n",
    "rabi_colors = [\"indianred\", \"darkblue\"]\n",
    "cmaps = [colormaps['Reds'], colormaps['Blues']]\n",
    "\n",
    "\n",
    "for i in range(2):\n",
    "    cmap = cmaps[i]\n",
    "    fig, ax_spec = plt.subplots(1, 1, tight_layout=True, sharex=True, gridspec_kw = {'wspace':0, 'hspace':0},figsize=(9,9))\n",
    "    plt.xlabel(r'$\\tau_{f}$ (µs)',fontsize=40)\n",
    "    plt.ylabel(r'$P_{|\\Downarrow\\rangle}$', fontsize=40)\n",
    "    plt.xticks(np.arange(10,100,20),fontsize=40)\n",
    "    plt.yticks(np.arange(0,1.01,0.2),fontsize=40)\n",
    "    plt.ylim([0,1])\n",
    "    plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "    \n",
    "    data=data_list[i][0][Key_field]['click_array']\n",
    "    rabi_durations = data_list[i][0][Key_field]['rabi_durations']\n",
    "\n",
    "    adiabatic_spin_sigma = 1600 # in ns\n",
    "    adiabatic_spin_Nsigma = 6\n",
    "    x = 1e-3*(rabi_durations+adiabatic_spin_sigma*(adiabatic_spin_Nsigma)) # Effective pulse duration including sigmoids\n",
    "    x_fine = np.linspace(x[0],x[-1],501)\n",
    "\n",
    "    data_singleshot=(data.sum(2)[:,:,0]-data.sum(2)[:,:,1])>0\n",
    "\n",
    "    guess=[0.015,-0.5,1]\n",
    "    popt,popc=fn.curve_fit(fn.rabi_fit,x,data_singleshot.mean(0),guess)\n",
    "    print(popt*1e3, np.sqrt(np.diag(popc))*1e3)\n",
    "    omega_SB = popt[0]*1e3\n",
    "    plt.plot(x_fine,1-fn.rabi_fit(x_fine,*popt),'k-',linewidth=5)\n",
    "    plt.errorbar(x, 1-data_singleshot.mean(0), data_singleshot.std(0)/np.sqrt(data_singleshot.shape[0]), fmt=\"o\", color=cmap(100+130), markersize=15, alpha=1, lw=3)\n",
    "\n",
    "    plt.savefig(f'{FIGURE_PATH}sideband_rabi_{i}.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 320,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0684931506849316"
      ]
     },
     "execution_count": 320,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "15.6/14.6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "eta+ = 0.0244 +/- 0.0001\n",
      "eta- = 0.0262 +/- 0.0001\n",
      "\n",
      "B+ = 101.3 +/- 6.9 kHz\n",
      "B- = 103.9 +/- 6.9 kHz\n"
     ]
    }
   ],
   "source": [
    "# Driving and rabi frequency parameters\n",
    "alpha_SB = 0.31\n",
    "omega_SB_red = 15.67 # kHz\n",
    "d_omega_SB_red = 0.05 # kHz\n",
    "\n",
    "omega_SB_blue = 14.62 # kHz\n",
    "d_omega_SB_blue = 0.07 # kHz\n",
    "\n",
    "alpha_A = 0.05\n",
    "omega_A = 96.6 # kHz\n",
    "d_omega_A = 0.2 # kHz\n",
    "\n",
    "# Spin and system parameters\n",
    "a_coupling = 34.5\n",
    "gamma_w = 11.2070e3 / (2*np.pi) # kHz / T\n",
    "field = 0.446 # T\n",
    "\n",
    "# Cavity parameters\n",
    "kappa = 643 # kHz\n",
    "d_kappa = 50\n",
    "delta = 755 # kHz\n",
    "\n",
    "omega_I =  gamma_w * field # kHz\n",
    "cavity_filter = 1 / np.sqrt(1 + 4 * delta**2 / kappa**2)\n",
    "\n",
    "# Calculate the coupling strength\n",
    "eta_minus = (omega_SB_red / alpha_SB) / (omega_A / alpha_A) \n",
    "eta_plus  = (omega_SB_blue / alpha_SB) / (omega_A / alpha_A) \n",
    "d_eta_minus = eta_minus * (d_omega_A / omega_A + d_omega_SB_red / omega_SB_red) \n",
    "d_eta_plus  = eta_plus * (d_omega_A / omega_A + d_omega_SB_red / omega_SB_red) \n",
    "\n",
    "b_minus = eta_minus * (2*omega_I - a_coupling) / cavity_filter # kHz\n",
    "b_plus =  eta_plus * (2*omega_I + a_coupling) / cavity_filter# kHz\n",
    "d_b_minus = (d_eta_minus * (2*omega_I - a_coupling) / cavity_filter + \n",
    "             eta_minus * (2*omega_I - a_coupling) * (4 * delta**2 / kappa**2) * cavity_filter * d_kappa/kappa) # kHz\n",
    "\n",
    "d_b_plus =  (d_eta_plus * (2*omega_I + a_coupling) / cavity_filter+ \n",
    "             eta_plus * (2*omega_I - a_coupling) * (4 * delta**2 / kappa**2) * cavity_filter * d_kappa/kappa)# kHz\n",
    "\n",
    "print(f'eta+ = {eta_plus:.4f} +/- {d_eta_plus:.4f}\\neta- = {eta_minus:.4f} +/- {d_eta_plus:.4f}\\n')\n",
    "print(f'B+ = {b_plus:.1f} +/- {d_b_plus:.1f} kHz\\nB- = {b_minus:.1f} +/- {d_b_plus:.1f} kHz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.383685245066206"
      ]
     },
     "execution_count": 296,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eta_plus * (2*omega_I - a_coupling) * (4 * delta**2 / kappa**2) * cavity_filter * d_kappa/kappa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.3787069263681857"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "delta**2 / kappa**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "(2*omega_I - a_coupling) / cavity_filter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 4\n",
    "\n",
    "This figure is the most important of the paper. It will deal with single ion DNP. Ideally the figure will be divided in 3 section.\n",
    "\n",
    "- Preparation of the DNP as a function of sequences.\n",
    "- Sideband ON and Sideband OFF\n",
    "- Spectroscopy as a function of time with DNP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "LOCAL_PATH = \"../data/Figure4/\"\n",
    "FIGURE_PATH = \"../figures/Figure4/\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preparation fidelity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/Figure4/20231009181215_preparation_pulse_sweep.hdf5\n"
     ]
    }
   ],
   "source": [
    "timestamp_list = [\n",
    "    '20231009181215',\n",
    "]\n",
    "\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Key_field='0'\n",
    "data=data_list[0][0][Key_field]['click_array']\n",
    "data_prep=data_list[0][0][Key_field]['click_preparation_array']\n",
    "prep_pulses=data_list[0][0][Key_field]['prep_pulses']\n",
    "\n",
    "nuc_ro_threshold = 2\n",
    "\n",
    "data_singleshot=(data.sum(2)[:,:,0]-data.sum(2)[:,:,1])>nuc_ro_threshold\n",
    "data_prep_singleshot=(data_prep.sum(2)[:,:,0]-data_prep.sum(2)[:,:,1])>nuc_ro_threshold\n",
    "\n",
    "x, y, dy = prep_pulses, data_singleshot.mean(0), data_singleshot.std(0)/np.sqrt(data_singleshot.shape[0])\n",
    "est, std, fine, fine_y = fn.fit_function([2, -1, 1], fn.exp_decay, x, y)\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, tight_layout=True, sharex=True, gridspec_kw = {'wspace':0, 'hspace':0},figsize=(9,6))\n",
    "plt.plot(fine, fine_y, color='k', lw=5)\n",
    "plt.errorbar(x, y, dy, fmt='o', markersize=15, lw=5, color='#047861')\n",
    "#plt.hlines(est[2], 0, x[-1], color='k', linestyle='-.', lw=3, alpha=0.9)\n",
    "#plt.text(0, est[2]-0.17, f\"{est[2]:.2f}\", fontsize=35)\n",
    "\n",
    "plt.xlabel(r\"$N_{prep}$\",fontsize=40)\n",
    "plt.ylabel(r\"P$_{|\\Downarrow\\rangle}$\",fontsize=40)\n",
    "plt.ylim([0,1])\n",
    "plt.xticks(np.arange(0, 7, 2),fontsize=40)\n",
    "plt.yticks(np.arange(0,1.01,0.5),fontsize=40)\n",
    "plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "\n",
    "plt.savefig(f'{FIGURE_PATH}preparation_fidelity.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spectroscopy ON and OFF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/Figure4/20240124232834_sideband_spectro.hdf5\n",
      "Loading ../data/Figure4/20231220124954_sideband_spectro.hdf5\n"
     ]
    }
   ],
   "source": [
    "from matplotlib import colormaps\n",
    "\n",
    "timestamp_list = [\n",
    "    #'20231220130722',\n",
    "    '20240124232834',\n",
    "    '20231220124954',\n",
    "]\n",
    "Photon_IF = 100000000\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)      "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-777.0, -12.0, -0.9444444444444444, 0.05555555555555555]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax, ax2) = plt.subplots(1, 2, sharey=True, gridspec_kw = {'wspace':0.05, 'hspace':0}, figsize=(9,6))\n",
    "axs = [ax, ax2]\n",
    "\n",
    "# hide the spines between ax and ax2\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax2.spines['left'].set_visible(False)\n",
    "ax.yaxis.tick_left()\n",
    "ax.tick_params(labelright='off')\n",
    "ax2.yaxis.tick_right()\n",
    "\n",
    "d = .015  # how big to make the diagonal lines in axes coordinates\n",
    "# arguments to pass plot, just so we don't keep repeating them\n",
    "kwargs = dict(transform=ax.transAxes, color='k', clip_on=False, lw=0)\n",
    "ax.plot((1-d, 1+d), (-d, +d), **kwargs)\n",
    "ax.plot((1-d, 1+d), (1-d, 1+d), **kwargs)\n",
    "\n",
    "kwargs.update(transform=ax2.transAxes)  # switch to the bottom axes\n",
    "ax2.plot((-d, +d), (1-d, 1+d), **kwargs)\n",
    "ax2.plot((-d, +d), (-d, +d), **kwargs)\n",
    "\n",
    "\n",
    "cmaps = [colormaps['Reds'], colormaps['Blues']]\n",
    "\n",
    "    \n",
    "for i in range(len(data_list)):\n",
    "    cmap = cmaps[i]\n",
    "    plt.sca(axs[i])\n",
    "    if i==0: \n",
    "        plt.xticks([-800, -760], fontsize=40)\n",
    "        plt.ylabel(r'P$_{|\\Downarrow\\rangle}$', fontsize=40)\n",
    "        plt.yticks([0, 0.5, 1], fontsize=40)\n",
    "        fig.suptitle(r'$\\delta / 2\\pi$ (kHz)', fontsize=40, y=-.07)\n",
    "\n",
    "    else: \n",
    "        plt.xticks([800, 760], fontsize=40)\n",
    "\n",
    "    plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "    plt.ylim([-0.05,1.05])\n",
    "    Key_field = list(data_list[i][0].keys())[0]\n",
    "    data           = data_list[i][0][Key_field]['click_array']\n",
    "    \n",
    "    centre_freq = 0\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "    ############################### Plotting ###############################\n",
    "    p0,p1,p2,p3,delta_x,delta_y = fn.extract_populations_4state(data, frequency_domain = True, accumulated=True)\n",
    "    dp0, dp1, dp2, dp3 = fn.extract_error_4state(data, frequency_domain = True, accumulated=True)\n",
    "    \n",
    "    p_data =  p2 +  p3\n",
    "    d_data = dp2 + dp3\n",
    "\n",
    "    if i==0: \n",
    "        sideband_frequency_meas = 0.8e6\n",
    "        freq_sideband = Photon_IF + centre_freq*1e3 + sideband_frequency_meas\n",
    "        n_step_freq = 31\n",
    "        sideband_freqs = freq_sideband + np.linspace(-55e3, +5e3, n_step_freq)\n",
    "        sideband_freqs = np.array(sideband_freqs)\n",
    "        x = ((sideband_freqs - Photon_IF)*1e-3-centre_freq) *-1 # Plus is minus\n",
    "        guess = [x[np.argmin(p_data)], (x[-1]-x[0])/5, min(p_data)-max(p_data), min(p_data)]\n",
    "        print(guess)\n",
    "        popt, pcov = curve_fit(lorentz, x, p_data, guess)\n",
    "        plt.plot(x, lorentz(x, *popt), color=cmap(100+2*50), alpha=0.5, lw=5)\n",
    "\n",
    "    else: \n",
    "        sideband_frequency_meas = - 0.778e6\n",
    "        freq_sideband = Photon_IF + centre_freq*1e3 + sideband_frequency_meas\n",
    "        n_step_freq = 11\n",
    "        sideband_freqs = freq_sideband + np.linspace(-40e3, +40e3, n_step_freq)\n",
    "        sideband_freqs = np.array(sideband_freqs)\n",
    "        x = ((sideband_freqs - Photon_IF)*1e-3-centre_freq) *-1 # Plus is minus\n",
    "        plt.plot(x, np.mean(p_data) + x*0, color=cmap(100+2*50), alpha=0.5, lw=5)\n",
    "\n",
    "    plt.errorbar(x, p_data, d_data, fmt='o', markersize=15, lw=5, color=cmap(100+2*50))\n",
    "    \n",
    "    \n",
    "plt.savefig(f'{FIGURE_PATH}sideband.pdf', bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spectroscopy with preparation and tracking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/Figure4/20231030153007_Spectroscopy_frequency_sweep_fixed_field_amp0.0052.hdf5\n",
      "Loading ../data/Figure4/20231030151030_Spectroscopy_frequency_sweep_fixed_field_amp0.0052.hdf5\n",
      "Loading ../data/Figure4/20231027111635_Spectroscopy_frequency_sweep_fixed_field_amp0.0052.hdf5\n"
     ]
    }
   ],
   "source": [
    "timestamp_list = [\n",
    "    '20231030153007',\n",
    "    '20231030151030',\n",
    "    '20231027111635',\n",
    "]\n",
    "\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/cc/gch5f6gx5716gr3vpg1glxkm0000gn/T/ipykernel_44690/499839724.py:152: RuntimeWarning: Mean of empty slice.\n",
      "  excess_array.append( data[start:start+chunk_size].mean(0) )\n",
      "/Users/jaime/miniconda3/envs/qj-env/lib/python3.12/site-packages/numpy/core/_methods.py:121: RuntimeWarning: invalid value encountered in divide\n",
      "  ret = um.true_divide(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x460 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x460 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initial plot and extraction of data. This plots the data exactly as is from \n",
    "# SingleSpin notebook and serves as a reminder of what are we working with\n",
    "Photon_IF = 100_000_000\n",
    "\n",
    "N = 30\n",
    "Key_field = list(data_list[2][0].keys())[0]\n",
    "freq_range=data_list[2][0][Key_field]['freq_range']\n",
    "x = np.round((freq_range-Photon_IF)/1e3,0)\n",
    "\n",
    "for i in range(3):\n",
    "    Key_field = list(data_list[i][0].keys())[0]\n",
    "    time_axis=data_list[i][0][Key_field]['time_axis']\n",
    "    click_array=data_list[i][0][Key_field]['click_array']\n",
    "    freq_range=data_list[i][0][Key_field]['freq_range']\n",
    "    \n",
    "    average_number = click_array.shape[0]\n",
    "    cycle_time=(time_axis[1:]-time_axis[:-1]).mean()*1e-6\n",
    "    time_hist=time_axis.reshape(N, int(time_axis.shape[0]/N)).mean(-1)*1e-6\n",
    "    t_step = time_hist[1]-time_hist[0]\n",
    "\n",
    "    integration_index=10\n",
    "    integration_index_bg=1\n",
    "    excess=(click_array.mean(0)[:,:integration_index].sum(-1)-0*click_array.mean(0)[:,-integration_index_bg:].mean(-1)*integration_index)*t_step\n",
    "\n",
    "    chunk_size = 200\n",
    "    excess = click_array[:,:,:integration_index].sum(-1)*t_step\n",
    "    if i==2:\n",
    "        excess_chunked = chunk_average(excess, chunk_size)[:100] # Only take the first 20 min and 11 points\n",
    "    else:\n",
    "        excess_chunked = chunk_average(excess, chunk_size)[:100, 1:-1] # Only take the first 20 min and 11 points\n",
    "\n",
    "    ################### 2D Plot ###################\n",
    "    total_time_freqsweep = 20 # minutes\n",
    "    time_elapsed = np.linspace(0, total_time_freqsweep, excess_chunked.shape[0]).round(0)\n",
    "\n",
    "    if i==2:\n",
    "        xlabel = r'$\\delta / 2\\pi$ (kHz)'\n",
    "        plt.figure(figsize=(6,6), tight_layout=True)\n",
    "\n",
    "    else:\n",
    "        xlabel = ''\n",
    "        plt.figure(figsize=(6, 4.6), tight_layout=True)\n",
    "    \n",
    "    fn.plot_2d_sweep(\n",
    "        excess_chunked, \n",
    "        x=x,             xlabel = xlabel,\n",
    "        y=time_elapsed,  ylabel = r't (min)',\n",
    "        cmap = \"Blues\", clabel=False,\n",
    "        vmax=0.5, vmin=0,\n",
    "        horizontal_ticks = True, fontsize = 40, \n",
    "    )\n",
    "    plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "    \n",
    "    for _, spine in plt.gca().spines.items():\n",
    "        spine.set_visible(True)\n",
    "    plt.yticks(*heatmap_ticks(time_elapsed, [0, 10, 20], flipped=True))\n",
    "    if i==2:\n",
    "        plt.xticks(*heatmap_ticks(x, [0, 50, 100], flipped=False))\n",
    "    else:\n",
    "        plt.xticks(heatmap_ticks(x, [0, 50, 100], flipped=False)[0], [])\n",
    "\n",
    "    plt.savefig(f'{FIGURE_PATH}prepared_2d_map_{i}.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "heatmap_ticks(x, [0, 50, 100])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Tracking simulation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "timestamp_list = [\n",
    "    '20231010124521',\n",
    "]\n",
    "LOCAL_PATH = \"../data/Figure2/\"\n",
    "\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import norm\n",
    "\n",
    "Key_field = '0'\n",
    "data_blue=data_list[0][0][Key_field]['data_blue']\n",
    "data_red =data_list[0][0][Key_field]['data_red']\n",
    "N_ROcycles =data_list[0][0][Key_field]['N_ROcycle']\n",
    "\n",
    "n = 200\n",
    "samples_down = data_blue[:,:n, 0].sum(1)\n",
    "samples_up = data_blue[:,:n, 1].sum(1)\n",
    "samples_delta = samples_down-samples_up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import norm\n",
    "\n",
    "def gaussian(x, mu, sigma_sq):\n",
    "    return np.exp(-(x - mu)**2 / (2 * sigma_sq)) / (np.sqrt(2*np.pi*sigma_sq))\n",
    "\n",
    "def pop_decay(x, p0, eta):\n",
    "    return ((p0 - 0.5)*np.exp(-2*eta*x) + 0.5)\n",
    "\n",
    "avgs = 100000      # Number of averages\n",
    "dc = 0.15*2.5          # Dark count rate\n",
    "eps = 0.22         # Probability of detection\n",
    "\n",
    "p1 = pop_decay(n, 0.89, 2e-4)          # Probability of being in state 1\n",
    "p2 = (1-p1)       # Probability of being in state 2\n",
    "\n",
    "pd1 = p1 * eps    # Probability of detection for state 1\n",
    "pd2 = p2 * eps    # Probability of detection for state 2\n",
    "\n",
    "# Parameters of the two Gaussians\n",
    "\n",
    "mu_dc = n*dc\n",
    "mu1 = n*(pd1 + dc)\n",
    "mu2 = n*(pd2 + dc)\n",
    "\n",
    "sigma_sq_dc = n*dc\n",
    "sigma_sq1 = n*(pd1*(1-pd1) + dc)\n",
    "sigma_sq2 = n*(pd2*(1-pd2) + dc)\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, tight_layout=True, sharex=True, gridspec_kw = {'wspace':0, 'hspace':0},figsize=(9,4.5))\n",
    "\n",
    "plt.xlabel(r\"$C_\\Downarrow$ & $C_\\Uparrow$\",fontsize=35)\n",
    "\n",
    "#plt.xticks(np.arange(1000, 2000, 200),fontsize=35)\n",
    "plt.yticks([],fontsize=35)\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "\n",
    "\n",
    "plt.hist(samples_down, alpha=0.5, bins=15, density=True)\n",
    "plt.hist(samples_up, alpha=0.5, bins=15, density=True)\n",
    "\n",
    "x = np.linspace(min(samples_down), max(samples_down), 1000)\n",
    "plt.plot(x, gaussian(x, mu_dc, sigma_sq_dc)*p2, color=fn.colors[0])\n",
    "plt.plot(x, gaussian(x, mu1, sigma_sq1)*p1, color=fn.colors[0])\n",
    "\n",
    "x = np.linspace(min(samples_up), max(samples_up), 1000)\n",
    "plt.plot(x, gaussian(x, mu_dc, sigma_sq_dc)*p1, color=fn.colors[1])\n",
    "plt.plot(x, gaussian(x, mu2, sigma_sq2)*p2, color=fn.colors[1])\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, tight_layout=True, sharex=True, gridspec_kw = {'wspace':0, 'hspace':0},figsize=(9,4.5))\n",
    "plt.xlabel(r\"$\\delta C$\",fontsize=35)\n",
    "\n",
    "plt.hist(samples_delta, alpha=0.5, bins=15, density=True)\n",
    "\n",
    "x = np.linspace(min(samples_delta), max(samples_delta), 1000)\n",
    "plt.plot(x, gaussian(x, mu1-mu_dc, sigma_sq1+sigma_sq_dc)*p1, color=fn.colors[0])\n",
    "plt.plot(x, gaussian(x, mu_dc-mu2, sigma_sq_dc+sigma_sq2)*p2, color=fn.colors[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 2 - Electron characterization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1323,
   "metadata": {},
   "outputs": [],
   "source": [
    "LOCAL_PATH = \"../data/supmat/electron/\"\n",
    "FIGURE_PATH = \"../figures/supmat/electron/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1324,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/supmat/electron/20230911130052_Spectroscopy_vs_non_persistent_BY_with_fixed_BZBX.hdf5\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "timestamp = '20230911130052'\n",
    "\n",
    "filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "for filename in filenames:\n",
    "    if timestamp in filename: \n",
    "        print('Loading '+LOCAL_PATH+filename)\n",
    "        data=fn.load_h5_to_dic(LOCAL_PATH+filename)[0]\n",
    "\n",
    "\n",
    "B0_list   = list(data.keys())\n",
    "click     = np.array([data[B0]['click_hist'] for B0 in B0_list])\n",
    "time_axis = np.array([data[B0]['time_axis'] for B0 in B0_list])\n",
    "\n",
    "# global variable for one B0 spectroscopy --> taken with the first B0\n",
    "theta_list = data[B0_list[0]]['theta']*180/np.pi\n",
    "amplitude_list = data[B0_list[0]]['amplitude_pulse']\n",
    "\n",
    "B0list_list = np.array([float(string) for string in B0_list])\n",
    "\n",
    "bins = 20\n",
    "\n",
    "time_hist = time_axis.reshape(time_axis.shape[0], bins, int(time_axis.shape[1]/bins)).mean(-1)*1e-6\n",
    "click_hist = click.reshape(click.shape[0], bins, int(time_axis.shape[1]/bins)).mean(-1)\n",
    "time_step=(time_hist.mean(0)[1:]-time_hist.mean(0)[:-1]).mean(0)\n",
    "number_of_counts = click_hist[:,:].sum(-1)*time_step\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, tight_layout=True)\n",
    "\n",
    "ax.plot(B0list_list, number_of_counts,label = \"current sweep\")\n",
    "ax.set_ylabel(\"Number of counts\")\n",
    "ax.grid()\n",
    "\n",
    "x_spec = B0list_list\n",
    "y_spec = number_of_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1325,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/supmat/electron/20231003180145_Selective_fluorescence.hdf5\n",
      "[1.24163888 0.32156036 0.12331581]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "timestamp_list = [\n",
    "    '20231003180145',\n",
    "]\n",
    "\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)\n",
    "\n",
    "Key_field='0'\n",
    "time_axis=data_list[0][0][Key_field]['time_axis']\n",
    "data_prep0=data_list[0][0][Key_field]['click_preparation_array']\n",
    "N = 30\n",
    "\n",
    "time_hist=time_axis.reshape(N, int(time_axis.shape[0]/N)).mean(-1)*1e-6\n",
    "time_step = (time_axis[1:] - time_axis[:-1]).mean()*1e-6\n",
    "avg_rate0 = data_prep0.mean(0).mean(0) / time_step\n",
    "\n",
    "fig,ax=plt.subplots(1,1, figsize = (10,5))\n",
    "\n",
    "guess=[0.1,0.025,0.1]\n",
    "try:\n",
    "    popt1,popc1=curve_fit(fn.exp_decay,time_hist[1:],avg_rate0[0, 1:],guess)\n",
    "    label=r\"prep ${|\\downarrow\\rangle}_n$ | T1 = %.2f ms | eff = %.3f\"%(popt1[0], popt1[0]*popt1[1])\n",
    "    plt.plot(time_hist,fn.exp_decay(time_hist,*popt1),'b-',label=label,alpha=0.5)\n",
    "\n",
    "except Exception as e:\n",
    "    print('fit failed', e)\n",
    "    \n",
    "\n",
    "ax.plot(time_hist[1:], avg_rate0[0, 1:], 'bo')\n",
    "ax.set_xlabel(\"Time [ms]\")\n",
    "ax.set_ylabel(\"Count rate [1/ms]\")\n",
    "ax.set_ylim([0, np.max(avg_rate0)*1.2])\n",
    "ax.legend()\n",
    "ax.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "x_fluo = time_hist[1:]\n",
    "y_fluo = avg_rate0[0, 1:]\n",
    "fit_fluo = popt1\n",
    "print(fit_fluo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1326,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/supmat/electron/20231005094133_Spin_detection_Ramsey_overnight.hdf5\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Change the magnetic field by 0.0000 mT\n",
      "[3.16363766e+00 6.06556535e-05 8.30005051e-03 1.02244817e-03\n",
      " 3.62410428e-03 3.44710570e-06]\n"
     ]
    },
    {
     "data": {
      "image/png": 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06dNRpYr1nr1SK1fz5s3NrlcqlWjQoAEA4PfffzdaZ2+AVVpaiiNHjgAAWrdubXYbKSDMzMxETk6O1eMVFBQgMTERAPDSSy/J7uKXnZ2Nzz77DAAwYcIEBAUFydqPiIiIyNk4BovuePPnz8eKFSsAAMHBwWjYsCEKCgqQnZ2NH3/8ET/++CNmzpyJgQMHAgD69++PTZs2IS0tDfn5+fpxQ4Y2b94MAHjqqaegUCgAiAHESy+9hDNnzkCpVOK+++5DUVERvv/+e2zfvt1my5M51apVw/z589GzZ08olUpZ+0jlsRaIabVaAGJgIsnNzUV+fj6USiWqVauGpUuX4vfff8etW7egUqnw2GOPmYx/ys3Nxa1btwBAH7RVFBYWBqVSCZ1Oh4yMDISFhVks17Jly3Dp0iWEhITg5ZdflvV8AWDevHkoKipCZGQk+vXrJ3s/IiIiImdjgEV3tP3792PFihXw8fHBrFmz0K9fP32Xs/Pnz+ONN95Aeno6PvroIzz99NPw8fHBQw89hAYNGuDs2bPYunUrBg0aZHTMixcv6lu9pIt5adzQmTNn0Lx5cyQmJuoz3/3+++8YPXq0SXc8OWrVqoXevXvbtU94eDj++ecfHD16FJ06dTJZX1RUhMzMTABiF0SJ1HqlUCjw5JNPmozP2rhxIzp16oT58+cjMDAQgJiMQhIcHGy2PEqlEtWrV8eVK1eQn59vsdzXr1/HunXrAADPPfccAgICZDxb4MyZM9i6dSsA4NVXX5XdpZCIiIjIFXglQne0tLQ0+Pn54bHHHkP//v2NLr7r1auHsWPHAgAuXbpkFCxIgdO3335rcszvv/8eOp1OH4gBwC+//ILffvsNAQEBWLZsmT64AoAHHngAixcvdsnzM6dLly4AgPXr15sNaD777DN98GQ439Xx48cBiK1bnTt3RnJyMo4cOYLdu3dj+vTpqFatGnbs2GE095bUegUA/v7+Fsskrbt586bFbb766isUFhaiWrVqGDx4sJynCgBYvXo1SktLoVKp0KtXL9n7EREREbkCAyy6o02cOBFHjhzBhx9+aHa9lPEOMA4WpJauQ4cOISsry2ifb775BgCgVqv1y1JSUgAAjz32GOrUqWNyngceeADR0dEOPw97vPDCC6hduzYuXLiAZ599Fnv37kVxcTHy8vKwYsUKLF68WN/t0bAbYVRUFAYNGoQxY8Zg0aJFaN68Ofz9/VG7dm0MGTIEK1asgEKhwC+//KJPpGEYsEpdE82RxqlZal0qLS3Vt14NHDgQNWrUkPVcr1+/rv9/DBs2THY3SiIiIiJXYRdBuuMpFAr4+PjgwIED+Pfff5GZmYmzZ8/i+PHjOHPmjH670tJS/e9hYWFo3749du3ahe+++06f8OLEiRM4duwYAgIC0L17d/32//zzDwDg/vvvt1iO5s2b49ChQ85+eiaCg4OxYsUKjBgxAv/88w9eeOEFo/XPPPMMAgIC8Nlnn+m7+gG255hq06YN2rdvj927dyMlJQUdO3Y06sZXVFRkkkVQUlxcDMByK9ehQ4f0yTnsSa+empqKwsJCVKlSha1XRERE5BUYYNEdTRAEfP755/j000+NJuhVKBS499570bdvX33CiorUarVJgCW1lvTo0QPVqlXTbyt1xbM2bshwe1dr1qwZfvjhB2zcuBHp6em4desW7rnnHvTt2xfR0dGYNGkSACA0NNSu4zZp0gS7d+/Wt+oZJgC5cuUKqlevbrKPVqvF9evXAQAhISFmjyu1AN57771Wg1RL+7Vr187iGDAiIiIid2KARXe0JUuW6NOi9+rVC48++igaN26Mhg0bolq1asjIyLAYYHXr1g01atTAyZMn8ffff+P+++/H999/DwAmmeruuusuAGKacUtu3LjhjKckW2BgIIYNG4Zhw4aZrPvrr78AmKZj1+l0EATBYgZCqZVPWh8aGorq1avj+vXryMrKMhp7JsnJyYFOpwMAREREmD3uzz//DAB2tUIVFxcjLS3N7v2IiIiIXIljsOiOVVJSgk8//RQAMGrUKCxcuBD9+vVDixYt9K1J58+ft7i/v78/nnjiCQDAtm3bsH//fuTm5iI8PBwPPfSQ0bZSoCIlijDH2jpnOnDgAFatWoU9e/aYXZ+ZmYkTJ04AAGJiYvTLu3TpgmbNmmHNmjUWj/33338DABo3bqxf1rJlSwCw2P1RWl6/fn2zLWaXLl3Sd9Vs3769xXNXdPToURQWFtq9HxEREZErMcCiO1Z+fr7+ArxZs2Zmt9m4caP+d2luKEP9+/cHAPz000/6VOD9+vUzSejw+OOPAwC2b9+Oy5cvmxzn5MmTOHDggAPPwn779+/HnDlz8NFHH5ld/8knnwAAunbtivr16+uXN2rUCIIg4NtvvzX7Whw5cgT79+8HYNxi1LNnTwCARqPRj7Uy9OWXXwIwbfWT/PHHHwDEVjFLkyNb2y80NNTq3FpERERE7sQAi+5YwcHBqFmzJgAxlbfhnE+XL1/GjBkz9F3+AOMsgpIWLVogMjISJ0+exHfffQeFQoGnnnrKZLvOnTujWbNmKCgowKhRo5CTk6Nfd+LECYwcOdIoiYYr9enTB76+vjh06BCWL1+uP29RURESExOh0Wjg5+eH+Ph4o/1eeeUVKBQK/P3335g6dapRd8f9+/dj5MiREAQBffr0QYsWLYzO16BBA2RmZmLixIn6/YqLizFr1iwcPHgQ1atXx9ChQ82WV+qu2LBhQ6OsjrZI+zVt2lT2PkRERESuxjFYdMeqUqUKxo4di4SEBKSnp6Njx46IiIhAcXExzpw5A61Wi6ZNmyInJwf5+fk4f/682ZYutVqNOXPm4MaNG4iJiTFq9ZEolUosXLgQQ4cOxW+//YZu3brhvvvug1arxb///osaNWogIiICGRkZLk8lHh4ejkmTJuHdd9/FggUL8MUXXyA0NBRnz57F9evX4e/vjyVLlpiMv2rbti2mTJmCOXPmYNOmTfjhhx9w77336sdXAWKmwVmzZhnt5+/vj/nz5+PFF1/Etm3bkJaWhoYNGyIrKwtXrlyBr6+vUWr4iqTkI+ZeV2sc3Y+IiIjIldiCRXe0wYMHY/Xq1XjkkUdQvXp1/PPPP8jLy8MDDzyA6dOn4+uvv9anJk9NTTV7DKlFCLDczQ0A7rnnHmzevBnPP/88wsLCcPLkSeTl5eHJJ59EcnIyVCoVgPKEGK40dOhQrF69Go8++ihKSkpw/PhxVKtWDWq1Gt988w1iY2PN7vfcc8/hyy+/RO/evREUFIR///0XBQUFaNeuHT744AMsX77cbKr1li1bYvPmzYiLi0ONGjVw/PhxKBQKdO/eHRs3bkS7du0sllXqUlmvXj27nqOj+xERERG5kkKQZgAlIpfq378//vzzT8ybNw9PPvmkp4tDRERERC7AFiwiJ0hKSkL37t1Nus9JcnNz9VkEOWaIiIiI6M7FMVhETtC8eXNkZGQgMzMTDzzwAHr37q3PNJiVlYWJEyeipKQE7dq1Q6NGjTxcWiIiIiJyFXYRJHKS9957D1988QUAICQkBGFhYSgoKMDZs2dRWlqKxo0b49NPP+WYISIiIqI7GAMsIifau3cv1q5di+PHj+PChQsICAhAgwYN0LNnTzzzzDNuSXBBRERERJ7DAIuIiIiIiMhJmOSCiIiIiIjISRhgEREREREROQkDLCIiIiIiIidhgOUigiBg1apV6NGjB1q0aIGHH34Yb7/9tsvPe+LECYwbNw7t27dH8+bN0aVLF8yYMQO5ubkOH3P79u14/vnn0bp1a30K8qVLl6KoqMiucjVv3hwTJ060up1Wq8Xq1avRt29ftGzZEm3atMHgwYPx3Xff2V3urKwsREVF6R+W5qiq6NNPP9Xv8+ijjxqt279/v35dVlaWzWNNmjQJUVFRePbZZ+0uv7t06dIFUVFR2Lhxo8m6nTt3YuDAgYiOjkZ0dDR69+4NTw/bdOZ7RJKfn4/3338fXbt2RfPmzdG+fXuMHj0ahw8ftrrfuXPn8Pbbb+PRRx9F8+bNERsbizfffBMnT560up8zP6fSeywqKgpNmzbF5cuXbe5TUlKCtm3b6ver+L9/9tlnERUVhUmTJtk8luHnbP/+/XaXn4iI6E7DAMtFVq1ahTlz5uD06dOoU6cO6tevD5VK5dJzHjhwAHFxcdiyZQtKS0sRGRmJ/Px8bNiwAU8++SSOHj1q9zE//fRTvPbaa9i3bx9q1qyJe++9F6dOnUJiYiIGDhyIgoICm8fIz8/H+PHjUVJSYnU7nU6H119/HbNnz8aJEycQERGBkJAQHDx4EBMnTsTkyZPtLr+hbdu2yQoOtmzZUqnz3CmOHDmCESNG4PDhw/Dz80PDhg3RoEED/fxenuCK98ilS5cwYMAAfP7558jLy0NkZCQUCgV++uknDB48GElJSWb3O3XqFPr164ekpCQUFhYiKioKxcXF2Lx5M/r164e0tDSz+7nicyrR6XT48ccfbW63e/duXL161eHzEBERkWUMsFzkhx9+AAA88cQT2L59OzQaDV577TWXne/KlSsYOXIkioqK8Morr2DXrl3QaDRIS0tD9+7dcfXqVYwZMwbFxcWyj7lv3z58+OGH8PX1xccff4yff/4Z33zzDX744Qc0btwYR48eRUJCgtVjnDt3Di+88AL++ecfm+f75JNP8PPPP+Puu+/Gd999h2+//Rbbtm3Dp59+ioCAAGg0GrOtLHJUqVIFFy5cwMGDB61ul5mZiT///NOhc9xptm3bhtLSUqhUKuzcuRPJycn45JNPPFomV7xHxo0bh7Nnz+KRRx7Bzp079Z+bCRMmQKfTYcaMGSYtUlqtFiNGjMCVK1fQp08f7Nq1C8nJyUhLS8PQoUNRVFSE8ePHIz8/32g/V3xOJVWqiPPGb9261ea2vIlARETkOgywXES6sGrbtq1bzrdmzRpcvXoVDz74ICZOnKi/2AoMDMS8efOgUqmQmZmJzZs3yz7mkiVLIAgChg0bhscff1y//J577sHHH38MpVKJ7777DhkZGWb337JlC/r164djx47ZPNf169fx+eefAwBmzpyJxo0b69d16NABU6ZMASBeYJeWlsp+DpJ27doBsH3xKV14Nm3a1O5z3Gmk9/ADDzyAqlWrerg0rnmP7N+/H+np6QgICMC8efMQFBQEAPDx8cGrr76KJ598EiUlJVi6dKnRft9++y3OnDmDu+++G++9957+9fHz88PUqVPRunVrXLt2DatXrzbazxWfU0nbtm3h4+OD9PR0q90Ei4uL8fPPPyM4OJiTXhMREbkAAywXkS7w/Pz83HK+TZs2AQDi4uJM1vn5+emXf//997KOl5WVhfT0dIvHbNiwIR5++GEIgoD//e9/JuufeeYZjBs3DleuXEH37t3RvXt3q+f76aefcP36dYSGhiI2NtZkfd++fXHXXXfh3Llz+O2332Q9B0M9evQAAPz4449Wuwlu2bIFPj4+6Nmzp93nuNO4+z1siyveI9LnpmvXrggODjZZP2jQIADAzz//jFu3bpns16dPH5PXR6FQ4JlnngEAk8+Gsz+nhkJCQtCmTRvodDr89NNPFrf75ZdfUFBQgO7du0OpVNp9HiIiIrKuiqcLcKd59tln9YEJAEyePBmTJ09G/fr1sX37dkyaNEl/kSXHF198gYcfftjqNhcuXEB2djYAoFWrVma3kZb/9ttvKCkpga+vr9VjSoP7a9eujXvuucfiMffs2YP09HSMGjXKaN2hQ4cQFhaGiRMnonfv3jYHy0vna926tdn1fn5+aNGiBdLT07F//360adPG6vEqatOmDerUqYPc3Fz89ttvZs9z6tQpHDt2DO3atUPt2rXtOr499u/fj+eee07WtrNnz4Zara70OS9cuIBVq1Zh+/btyMnJQXBwMHr27GnyfwOAjz/+GIsXL9b/vWnTJv179ueff0Z6erpdY51Gjx6NMWPGVPo5uOI9cujQIavHbNmyJapUqYLCwkL8+eefaNOmDUpLS3HkyBGr+0mft8zMTOTk5CAsLMwln9OKevbsifT0dGzduhUDBw40u43UStu7d2/88ssvdh3fHhW/Cy2RvhuJiIjuFAywnCwyMhJarRZ//vkniouLERERgeDgYNSpUwcAEBERYfHiypzq1avb3Obs2bMAxDvn4eHhZrepX78+ALF7UE5ODho0aGD1mGfOnAEAi8czPKa5LoIJCQno168f/P39bZbf8HzWymXtfLb4+Pige/fuWLt2LbZu3Wr2wli68HziiSfsPr49qlevbvU9kJmZiYsXLwIAwsLCKn2+Y8eO4eWXX8bFixfh6+uLyMhIXL16FZ999hnS0tJw8+ZNo+3DwsLQqlUrnDlzBnl5eQgJCdEH2f7+/ggJCbHrPeyM5wA4/z1SWlqqzwRp6Zi+vr4IDQ1FdnY2Tp8+jTZt2iA3N1ffmmVpv7CwMCiVSuh0OmRkZCAsLMwln9OKunfvjlmzZmH//v24fPmySavczZs3kZqainr16lkMDp1F+i40R6fT4ffffwcA3H333S4tBxERkbsxwHKyadOmARBTX2dnZ2P48OFGLRAjRozAiBEjnHrOvLw8AOI4DkvduWrWrKn/PT8/3+aFmzSGw1y3qYrHrDiQH4C+i5Rc0vlq1arl0Pnk6NmzJ9auXYsff/wRU6ZMMcmG98MPP8DX1xePP/64S++oN23aFBs2bDC77t9//9V3Sxs1ahRiYmIqdS6tVosJEybg4sWLaNeuHRYsWICQkBAAYgr28ePHm2SCjIuLQ1xcnL619dFHH8WcOXP06zt27IiOHTtWqlyOcPZ75OrVq/oAwNb7PDs7W39M6fNmbT+lUonq1avjypUrJvs583NaUUhICB566CHs27cPKSkpGDBggNH61NRUFBYWYuDAgS7PBil9F1pa9/vvv6NOnTqYP3++S8tBRETkbgyw7gBSC4S11iLDJAUVWywqe8yioiIIglCpCzY555PWGY6FsUfr1q0RGhqK8+fP49ChQ0atMMePH8e///6Ljh07Gl3kWtO1a1eHymHJpUuX8Oqrr+LatWvo2bOnU7rV/fjjj/j3338RFBSEjz76SJ/EARADpWnTpuGtt96q9HncwdnvEcNtrI0zq3hMw/3klEUqtys+p+b07NkT+/btw9atW00CLCm7aa9evWQdy7B7qLOsWLECX3/9NapWrYqlS5ciNDTUqccnIiLyNAZYdwBpoLrcAMfHx3ZuEznHNEwWUdm74fY8B0fPpVAo0L17d3zxxRfYunWrUYAldQ+Ue+EJAM2bN7eZAELqZmfLzZs3MWLECGRnZ6Nly5aYM2eOU1oYduzYAUAMBg2DK8kTTzyBWbNm4fr165U+l6s5+z1i+DmQ8z6Xtnd0P1d8Ts15/PHH8e6772L//v3Iz8/Xt/gVFBRg586daNCgAVq2bCnrWIbdQy0pLi6WPbXBli1bsGDBAigUCsydOxctWrSQtR8REdHthAGWmy1btgw7d+6Uvf20adNspgwPCAgAILYkWWJ4111Oym05x5TWOSOFt7vO17NnT3zxxRfYtm0bJk+erL/Y3bp1K/z9/dGtWzfZx1q0aJHNyaPlJDUpLS3FxIkT8ccff6BevXr45JNPnJYW/fTp0wCA++67z+x6X19fNG7cWJ/sQY6dO3di2bJlsrfv37+/2ax59nL2e6RatWr6363NOyWtk1qepHJI57MUZFvaz5mfU3OCg4Px8MMPY/fu3UhJScHTTz8NANi+fTuKiorsuolQsXuoOVlZWbJac3/77TdMmjQJgiAgPj5en9mTiIjoTsMAy80yMjLsSjMup2XB8A61pcxjhmNSrI03qXjMK1euWNxGOqY0pqcy3HW+6OhohIWFIScnB4cPH0Z0dDT++usvZGRkoHv37ggMDHT42I6aPXs2UlJSEBAQgGXLlukTojjDtWvXABgHBRWZa9myJi8vz673cPv27W1uYy1oGzFiBDp27Oj090hAQAD8/PxQXFxsdcxWxWMajgG7cuWK2UQ0Wq1W/9mtuJ8zP6eW9OzZE7t378bWrVv1AZa7kriYc+bMGf0Ey3369HHppOtERESexgDLzebMmWPzjrC9GjVqBEBsCbGUeUxKD+3v7y8rq5t0TCnLmjnSMSMiIuwtsomGDRti9+7dLj+f1E1w9erV2Lp1K6Kjox3qHugsa9aswRdffAEfHx98+OGHaNKkiVOPL40nq5jIwpC9Y9rUarVTUscbsha0SV0snf0e8fHxwb333ovjx49bPGZJSQkuXLhgdMzQ0FBUr14d169fR1ZWltmMgDk5OdDpdEb7ueJzasljjz2GGTNmYN++fcjPz4dSqcSuXbtw3333ITIy0uHjOiI/Px+vvvoq8vPzER0djffee8+t5yciInI3TjR8BwgKCtJfxFnq6iUtf+CBB2RNLtqyZUsoFAqcP38e58+ft3rM6OhoB0pt7IEHHgBQPtdRRYbjPCp7PmkS4W3btkEQBPzwww8ICAhAp06dKnVce23fvh3vv/8+AGDChAl2dU+U69577wUAHD161Ox6QRBw8uRJp5/XXmq1GsePHzf7kII5V7xHbB3zyJEj0Gq18Pf3N+qqK41hsvV5q1+/vj6Jgys+p5bUrFkT7dq1g1arRUpKClJSUlBSUuL2mwjFxcUYNWoUMjIyUL9+fSxZssRrJq4mIiJyFQZYdwhpPMPXX39tsq64uBjJyckAgH79+sk6XmhoqP4i9csvvzRZf+rUKezfvx9KpRJ9+vRxtNh6nTt3hr+/P86ePYu9e/earN+8eTNu3ryJ8PBwuycZrujBBx9E/fr1kZOTg3Xr1iE7Oxtdu3Z12rgnOf78809MmDABpaWlUKvVePnll11ynscffxyAGMzl5uaarE9NTdXPueXtXPEeMQy2zXU9lNLp9+rVy+j9Ie2n0WjMjt+SPjMVP2/O/pxaI5Xxxx9/xNatWwG4t3ugIAiYNGkSDh48iGrVqmHZsmVO6U5MRETk7Rhg3SGee+45BAUF4cCBA5g1a5b+oq+goAATJ05EZmYmwsPD8eSTTxrtd/PmTZw8eRInT540SQs9evRoAMDKlSvxzTff6JefPXsWY8aMgU6nwxNPPGEzy5gcgYGBGDZsGADgzTffNMpKtnv3bsyePRsAMHz48Erd2Zd0794dALBgwQIA7r3wPHfuHEaMGIHCwkJ06NABM2fOlLXf5cuX9f8ruTp16oRWrVqhsLAQI0aMQGZmpn7dgQMH8Pbbb9tdfk+pzHvk3LlzOHnyJM6dO2e0PCYmBq1bt8b169cxatQoXLp0CYDYjW/lypX47rvv4Ovri1deecVovz59+qBBgwbIzMzExIkT9V0wi4uLMWvWLBw8eBDVq1fH0KFDjfZz9HPqiMceewy+vr7Yu3cv9uzZg2bNmjnlsypXYmIi/ve//8HX1xdLlixxe9dEIiIiT+EYrDtESEgI5s6dizFjxmDNmjX47rvvoFKpcPr0ady4cQM1atTA0qVLTQbWHzlyBM899xwA4IsvvsDDDz+sX/fII49g+PDhWL58Od566y189NFHqFGjBk6cOAGdTodmzZphxowZTnsOI0eOxKFDh7B//37ExcXhvvvuQ3FxMTIyMgAAAwYM0A/Yr6yePXvis88+w40bNxAUFIQOHTo45bhyzJw506jV6LXXXsOtW7f0Y3YMNW3aVD9h67p167B48WIA4rxdcvj4+GD+/Pl4+eWX8ffff6N79+6IjIzEzZs3kZGRAZVKhdDQUItdCL2No++Rt956C+np6Wjbti3WrFmjXy6lCx8yZAgOHDiAzp0747777sOFCxdw8eJFKBQKvP/++/rxUxJ/f3/Mnz8fL774IrZt24a0tDQ0bNgQWVlZuHLlCnx9fbF48WKTSZEd/Zw6IigoCDExMfjll18AuPcmwp9//qlPWlKnTh18/vnnWL58OYqLi42md5DIyZZKRER0u2CAdQfp3LkzkpOTsWzZMqSnp+PYsWOoVasWHn/8cYwaNcrsYHxbxo8fj5YtW2LNmjX466+/cOHCBYSHh6NHjx549dVXjVJdV5a/vz8+/fRTrFu3Dt988w0yMjIgCAJatGiBgQMHOiXVt6Rly5ZQqVTIysrS3+l3lxs3buh/37Vrl9Vtq1Sp/Ef07rvvxldffYUvvvgCW7ZswenTpxEYGIj+/ftj/PjxmDhxYqXP4S6ueI+Eh4fjm2++wbJly7B9+3acOHECd911F2JjY/Hyyy+jXbt2Zvdr2bIlNm/ejE8++QS7du3C8ePHERgYiO7du+O1116zmLDEFZ9TS3r16oVffvkFCoXCreOvDN/j586dM2k5rOh2mIeNiIhILoVg7nYiEXmlbdu24c0338Tvv//u6aIQERERkRkcg0V0G0lPTzfprkZERERE3oNdBIluE//73//w1VdfYcmSJZ4uChERERFZwC6CRLeJvLw8XLp0CVFRUZ4uChERERFZwADLDK1WizNnzhgtCwoKgo8Pe1QSEblSaWkprl69arTsnnvucUrCl9sd6yYiIs+wt25ijWXGmTNn3Jpxi4iILNuyZQvHHoJ1ExGRN7FWN/G2FxERERERkZMwwCIiIiIiInISBlhEREREREROwjFYZgQFBZks27JlC2rVquWB0hAR/Xfk5+ebjDMy9538X8S6iYjIM+ytmxhgmWEuI1OtWrUQHBzsgdIQEf23MUueiHUTEZH3sFY3sdYiIiIiIiJyEgZYRERERERETsIAi4iIiIiIyEkYYBERERERETkJAywiIiIiIiInYRZBIiIiIiI3KykpgU6n83Qx/rN8fHzg6+sLhULh9GMzwCIiIiIicpNr167h0qVLKCoq8nRR/vOUSiUCAgJQt25d+Pn5Oe24DLBcTacD0tKAnBwgLAyIjQWUSk+XioiI/qtYLxF5zLVr15CdnY3AwEDUrl3bZS0oZJ0gCNDpdLh58yauXr2KjIwMqFQqBAQEOOX4DLBcSaMBxo4FsrLKl6lUwKJFgFrtuXIREdF/E+slIo+6dOkSAgMDoVKpGFh5gcDAQAQHB+PMmTO4dOkSGjRo4JTjMsmFq2g0QFyccSUGANnZ4nKNxjPlIiKi/ybWS0QeVVJSgqKiIgQFBTG48iJKpRLBwcG4ceMGtFqtU47JAMsVdDrxDqEgmK6TlsXHi9sRERG5GuslIo+TElr4+vp6uCRUkb+/PwAwwPJqaWmmdwgNCQKQmSluR0RE5Gqsl4i8BluvvI+z/ycMsFwhJ8e52xEREVUG6yUiIrdhgOUKYWHO3Y6IiKgyWC8REbkNAyxXiI0VszJZam5UKIDwcHE7IiIiV2O9RETkNgywXEGpFFPemiNVbomJnHeEiIjcw7BeqhhksV4iIg8oKirCE088gaioKCxfvtzidn///TdatGiBDh064NKlS3jkkUcQFRWF77//3uI+O3fuxP33348nn3wSt27dckXxrWKA5SpqNZCUBJRlJdFTqcTlnG+EiIjcSaqX6tc3Xs56iYg8wN/fH/Pnz4evry8+/vhj/PXXXybbFBQUID4+HlqtFh9++CFq166N999/HwCQkJCAHDPjRnNycvDmm2+iatWqWLhwIapWrery51IRAyxXUquBBx8s/3vGDOD0aVZiRETkGWo1cOiQ8bJ9+1gvEZFH3H///Rg3bhxKSkrwxhtvmLQ2TZkyBWfOnMFrr72GmJgYAEDHjh0xZMgQXLt2DZMmTYJgMP1ESUkJ4uPjceXKFUybNg2NGzd26/ORMMBytWvXyn+vXp3dL4iIyLMKCoz/zsz0TDmIiAC8+OKLaNeuHU6ePIkPP/xQv/yLL77Atm3b0LZtW4waNcponzfffBONGjXCvn37sGrVKv3yefPm4fDhw+jTpw/69+/vtudQEQMsVzMMsM6e9Vw5iIiIAODqVeO/z5zxTDmIiCDOQTV37lwEBQVh3bp12L17N44fP44PPvgAtWrVwrx586Cs0EBRtWpVfffChQsX4sSJE0hLS8Pq1asRERGBGTNmeObJlKni0bP/FxgGWLt3Azt2iFma2JJFRESeUDHA+uYboG5d1k1EniYIQGGhp0shT0CA5aykDqhXrx4SEhIQHx+PadOmITAwEFqtFnPnzkVoaKjZfZo0aYL4+Hh8+OGHmDx5Mi5cuAA/Pz8kJiaiWrVqTiubIxhguZJOB1y/Xv73gQNA587igOJFi9jnnYiI3M/wxh8AbNggPlg3EXmOIAAdOgB79ni6JPI88giQlubUIKtnz57YuXMnNm3aBAB46aWX0LFjR6v7vPjii/jll1+wf/9+AMD06dPRpEkTp5XJUewi6Err15tfnp0NxMUBGo17y0NERJSSYn456yYiz3JisHK7atWqlf73unXr2tzex8cH0dHR+r8ttXa5G1uwXEWnA956y/w6QRA/RPHxQN++7JJBRETuodMBn39ufh3rJiLPUSjEFqH/aBdBADh16hRmz56NGjVqoLCwEAsWLEBMTAyioqIs7pOeno6VK1eiVq1ayM/Px9SpU9GyZUtZwZkrsQXLVdLSADO5+fUEQczclJbmvjIREdF/W1oacOWK5fWsm4g8R6EAqlW7PR5ODq6Kioowbtw4FBYWYsqUKXjppZdQVFSEiRMnoqioyOw+ly9fxsSJE1FaWorExET07t0b+fn5mDx5slHqdk9ggOUq1oIrR7YjIiKqLNZNROSFZs+ejWPHjuHxxx9Hv379MHr0aDRp0gQnTpwwSt0uEQQBkydPRm5uLl544QW0a9cO06dPR2hoKHbt2oXPLbXUuwkDLFcJC3PudkRERJXFuomIvMy2bduwYcMGhIaG4t133wUA+Pn5Yd68efD398fatWvxyy+/GO2zatUq7NixA02aNMH48eMBAEFBQZg7dy4UCgXmz5+PY8eOuf25SBhguUpsLBAcbHm9QgGEh4vbERERuUNsLHDXXZbXs24iIjfKysrC1KlT9XNh1axZU7+ucePGmDhxIgRBwJQpU3D58mUAwJEjR7BgwQL9XFh+fn76fWJiYvD888+juLjYavdCV2OA5SpKJTBggPl1Ur/VxEQOIiYiIvdRKgFLKYxZNxGRG2m1WkyYMAHXrl3DSy+9hJiYGJNtnn32WXTo0AEXL17ElClTUFBQgPHjx6OkpARvvfUWGjVqZLLPhAkTEBkZiX/++QcffPCBO56KCQZYrtS4sfgzIMB4uUoFJCVxrhEiInI/qU4KCTFezrqJiNxowYIFOHz4MJo1a4b4+Hiz2ygUCsyePRs1a9ZEamoqHn/8cWRmZqJz584YPHiw2X2k7oV+fn5Yu3Ytdu7c6cJnYR7TtLvS1aviz+eeA4qLgc8+A3r2BL77jncHiYjIM6S6ae1aYNYsYPduYNw44MMPWTcRkdu8+eabePPNN21uV7duXf1EwnJFRUXhjz/+cLRolcYWLFe6dk38WasW0KaN+Lu/PyswIiLyHCnACg4GpPllQkJYNxEROQkDLFeSAqwaNcq7YpQN0CMiIvIIKcAKCiqvm/LyPFceIqI7DAMsV5IqsRo1yjMKMsAiIiJPKS0tv/nHAIuIyCUYYLmSYSXGAIuIiDzt6lVAEMTff/9d7MIOMMAiInIiBliuotMBWVni72fOiEEWIFZiUuVGRETkLhoN0KxZ+d89egBTpoi/M8AiInIaBliuoNEAERGANIP0228Djz4q/l5UBNy86bGiERHRf5BGA8TFATk5xsulwOrMGfeXiYjoDsU07c4mVWIVW6kMK7XLl03nxiIiInIFnQ4YO9Z674nz58XtmEmQiKjS2ILlTNYqMcNlFy+6r0xERPTflpZW3mXdEkEAduxwS3GIiO50DLCcSU4lBgAemFGaiIj+oyp2C7Tk5EnXloOI6D+CAZYzya3E2NediIjcJSxM3nZ33eXachAR/UcwwHImuZUY+7gTEZG7xMYCKhWgUFjf7uRJsZugTueWYhER3akYYDmT3EpMmtiRiIjI1ZRKYNEi8Xdr9VNCAtC5s5gFV6NxS9GIiO5EDLCcyVolZvj3nj28S0hERO6jVgNJSUD9+ra3zc4Ws+EyyCIicggDLGezVIkFB5f3b//+e94lJCIi91KrgYwMIDUVWLsWqFPH/HZS1tv4eN4IJCJyAAMsVzCsxNavF7tdXL5sOsEw7xISEZE7KZVAp07iTUBrU4YIApCZKWbHJSJygaKiIjzxxBOIiorC8uXLLW73999/o0WLFujQoQO6du2KqKgoTJ061eqxc3Nz0aZNGzRp0gQHDhxwdtFtYoDlKlIlNmAAsHKl9bmxeJeQiIjcITdXHC+8Zo287eVmxyUispO/vz/mz58PX19ffPzxx/jrr79MtikoKEB8fDy0Wi0+/PBDrFixAv7+/ti4cSP27t1r8djTp0/H9evX8cILL6BNmzaufBpmMcByNVtzY/EuIRERuUt2NrBrF/DFF/K2l5sdl4jIAffffz/GjRuHkpISvPHGG7h165bR+ilTpuDMmTN47bXXEBMTg0aNGmHMmDEAgKlTp6KwsNDkmN988w127NiByMhIjBs3zi3PoyIGWK4m9+4f7xISEblVcnIy+vXrh+joaMTExGDixInIzs526Fi//PILoqKisGfPHrecz2HR0UDPnoBWC/j7W95OoQDCw8XWLiIiF3rxxRfRrl07nDx5Eh9++KF++RdffIFt27ahbdu2GDVqlNH2DzzwALKysrBgwQKjY128eBHvv/8+fH198cEHH8DPz89tz8MQAyxXk3v3j3cJiYjcZt68eZgyZQqKi4sxePBgxMTEYMuWLejfvz8yMzPtOtaxY8fwxhtvuO18laJQiNlu/fyAoiLL2wBAYiLnbSQil1MoFJg7dy6CgoKwbt067N69G8ePH8cHH3yAWrVqYd68eVAafBcplUrMnj0bfn5+WLduHQ4dOqRfl5CQgKtXr2L06NFo0qSJJ54OAKCKx878XyHNjZWdbX4clkIhruddQiIitzh69ChWrlyJ1q1bY/Xq1fo7nL169cKoUaPw3nvvYdmyZbKO9dNPP2HKlCm4du2aW87nFPfdBwwZAqxaBTz5JJCeLo7NkqhUYnClVruvTEQEQRDMdnnzRgEBAVDYmvfVDvXq1UNCQgLi4+Mxbdo0BAYGQqvVYu7cuQgNDTXZXuoqOH/+fMycORPJycnYvn07fvrpJ0RHR+OVV15xWtkcwQDL1aS5seLixGDKMMjiXUIiIrdbt24dAGD06NFG3Ue6deuGtm3bYseOHcjNzTVbqUtyc3MxY8YMbN++HbVr10azZs3MDtB21vmc7rHHxAArKws4cgSQzv3jj0CXLqyTiNxMEAR06NDBajdjb/LII48gLS3NqUFWz549sXPnTmzatAkA8NJLL6Fjx44Wt3/ppZfw008/4ciRI1i9ejXWrl2LgIAAzJ0716jFyxPYRdAdLM2NpVKJy3mXkIjIbQ4cOIAqVaqYzSwVExMDQRCwb98+q8f4448/kJqaij59+uC7775DZGSkS8/ndJ06iT8PHwZ8fMoDqmbNGFwReYgzg5XbVatWrfS/161b1+q2hl0F586di+zsbLz55pu45557XF1Mm9iC5S5qNdC3L9C0KXDiBPDee8Bbb7EiIyJyI51Oh4yMDNSvX9/s4OcGDRoAAE6dOmX1OJGRkfj+++/RuHFjt5zP6cLCgCZNgKNHxSy2tWuL3QQvXADuvtu9ZSEiKBQKpKWl/We7CALi9+Ds2bNRo0YNFBYWYsGCBYiJiUFUVJTFfRo3boyXXnoJS5cuRevWrTFo0CCnlslRDLDcSakEGjUSA6x69RhcERG5WUFBAQRBQFBQkNn11atXBwBcv37d6nGkwMgd5ysuLkZxcTFu3Lgh65yyde4sBlipqUCdOmKAZW3yYSJyKYVCgWrVqnm6GB5RVFSEcePGobCwEHPmzMHp06exfPlyTJw4EUlJSfC3kvVU+j6W+73sDuwi6G61a4s/L13ybDmIiP6DpLvDllL3SsuLLGXY88D5li9fjtatW6Nbt25OKZNely7iz+3bAakrzoULzj0HEZEMs2fPxrFjx/D444+jX79++iyAJ06cMErdfrtggOVudeqIP3mXkIjI7aS7oCUlJWbXFxcXAxC7v3jL+YYPH46DBw8iJSXFKWXS69BB/Pn330BwsPg76yYicrNt27Zhw4YNCA0NxbvvvgtAvPk0b948+Pv7Y+3atfjll188XEr7MMByNwZYREQeExgYCB8fH4td8qTlUtc9bzifn58fAgMDnd91KDRU7FUhCOVd1tmCRURulJWVhalTp+rnwqpZs6Z+XePGjTFx4kQIgoApU6bg8uXLniuonRhguRu7CBIReYyfnx8aNGiAc+fOmW1VOnv2LADYTF7hreezW7Nm4k+tVvzJAIuI3ESr1WLChAm4du0aXnrpJcTExJhs8+yzz6JDhw64ePEipkyZ4oFSOsZtAVZycjL69euH6OhoxMTEYOLEicjOzpa9f25uLqZPn45HH30ULVu2RPfu3fHhhx+andxx4cKFiIqKMvuIjo525tOyH1uwiIg86qGHHkJJSQl+++03k3V79+6FQqEwShV8u53PLk2bij8LCsSfrJuIyE0WLFiAw4cPo1mzZoiPjze7jUKhwOzZs1GzZk2kpqZi/fr17i2kg9ySRXDevHlYuXIlGjdujMGDByMnJwdbtmzBrl27sHHjRoSHh1vdPyMjA0OGDEF+fj66du0KlUqFgwcP4v/+7/+wb98+rF+/3ii7yNGjR6FQKDBy5EiTFJK+vr4ueY6yMcAiIvKo/v37Y+PGjVi4cCFWr16NqlWrAgBSUlKQnp6Orl27ol69erft+ewitWBJvSr+/hvYsQOIjWWmWyJyqTfffBNvvvmmze3q1q2L/fv3W1yvVquh9rI5ZV0eYB09ehQrV65E69atsXr1an3GpF69emHUqFF47733sGzZMqvHmDRpEi5fvozFixeja9euAKDvj6nRaLBp0yY888wzRucMDw/H66+/7ron5ih2ESQi8qjo6GgMGTIE69atQ9++fdG1a1fk5ubihx9+QO3atTF58mT9tvv370d6ejqaNGnicBY/e87ndlIL1qFD4s9//xXTt6tUwKJF4hyORERkF5d3EVy3bh0AYPTo0UZpart164a2bdtix44dyM3Ntbj/oUOHcOjQIajVan1wBYhNhiNGjMBTTz1llH3p8uXLuHDhApo0aeKCZ+MEUgvW9euAk9IAExGRfaZNm4Zp06bBz88Pa9asQXp6Onr16oUvv/zSqFdFeno6Fi9eXOkMfnLP53YZGeLP0lLj5dnZQFwcoNG4vUhERLc7l7dgHThwAFWqVEGbNm1M1sXExCA9PR379u1D3759ze6/Y8cOAEDPnj1N1t1zzz2YO3eu0bKjR48CgNVZnz0qMBDw8RErs2+/Fe8OshsGEZFbKRQKDB06FEOHDrW63ZgxYzBmzBibx5szZw7mzJlT6fO5lU4HTJtmfp0giD/HjgX69mU9RURkB5e2YOl0OmRkZKBevXpmJ1mUZlw+deqUxWMcO3YMANCoUSOsWbMGTz75JFq0aIFOnTph3rx5uHnzptH2UoB148YNDB8+HDExMYiOjsbQoUORlpbmrKfmGI0GaNiw/E7hgAFARATvEBIRkfulpYktVdZkZQHvveee8hAR3SFcGmAVFBRAEAQEBQWZXS/N+2FpfhAA+u6Ds2bNwgcffID77rsPzzzzDAICArBy5UoMGzZMP1EjUB5grVq1CoA48C02NhaHDx/GK6+8ou+yaE5xcTEKCgpw48YN+56oHBqN2N0iK8t4ObthEBGRJ+TkyNvunXdYRxER2cGlXQQLCwsBwGzrleHyIitjkaRj7Nq1C19++SWalWU8Ki4uxuuvv47U1FR89tlnGDFiBACgSpUqqF+/PmbOnIkO0iz1AP766y8MGTIE77//PmJjY/WtZ4aWL1+OxYsXO/BMbdDpxG4WUpcLQ+yGQUREnhAWJn/b+HjWUUREMrm0BUtKnW5uckUA+pYnwyQVFfn4iEUcMmSIPrgCxOBMmnDs+++/1y+fO3cutm/fbhRcAUCzZs3w/PPPQ6vVYsuWLWbPNXz4cBw8eLDSg5lNpKWZtlxVxG4YRETkTrGxYrZAOTIzxbqMiCpNMHfDnTzK2f8TlwZYgYGB8PHxsdgFUFoudRU0R1rXokULk3UNGjRAjRo1cPbsWVnlkY6RmZlpdr2fnx8CAwNRrVo1WceTjd0wiIjI2yiVYip2ueTWZURklrKsBdhSwwN5jtSbrkoV53Tuc2mA5efnhwYNGuDcuXNm30xSYNS4cWOLx7j33nsBWH4zarVa3HXXXQDEFrEjR47g8OHDZreVEmJIkzy6jb3dMHQ6lxWFiIhIT60GJk2St609dRkRmfD19YW/vz+uXr3KViwvotPpcPnyZVSrVs1pAZbL07Q/9NBDyMjIwG+//YaHH37YaN3evXuhUCjQqlUri/u3bdsWmzdvxp49e9CnTx+jdSdOnEBhYaG+ZerGjRsYMGAAqlWrhn379sHX19do+19//RWA+dYwl5K6YdjqJgiUd8Po1MnlxSIiIsK77wJz55ofJwwACoVYh8XGurdcRHeg2rVrIzs7G1lZWQgKCoKvry8UCoWni/WfIwgCdDodbt68iatXr6K0tBRhTryJ5PIAq3///ti4cSMWLlyI1atX61uPUlJSkJ6ejq5du6JevXoW9+/RowcWLFiAb7/9Fk899RTatWsHQGzKmz17NgBgwIABAIBatWqhffv22L17NxYvXoxx48bpj7Nnzx4kJSWhXr166NGjh6uernlSN4z+/eVtz24YRETkLlWqAA0aAGfOmK6TLvwSE5nggsgJatSoAQC4dOkSsm1Nk0Aup1QqERAQgLp161pMyucIlwdY0dHRGDJkCNatW4e+ffuia9euyM3NxQ8//IDatWtj8uTJ+m3379+P9PR0NGnSBN26dQMgjuOaO3cuRo0ahZdffhndunVD3bp1kZaWhlOnTqFHjx7o3bu3/hjTp0/H4MGDsWzZMhw4cAAtW7bEmTNnkJqaiqpVq2LhwoXu7yIIiN0wEhLEcVa2sBsGERG50wMPiAFWUBBw9Wr5cpVKDK7Uao8VjehOU6NGDdSoUQMlJSXQcViIx/j4+LisBdHlARYATJs2DQ0bNsRXX32FNWvWoGbNmujVqxfGjh2L8PBw/Xbp6elYvHgx+vXrpw+wACA2NhYbN27EJ598gn379qGwsBANGjTA5MmT8dxzzxmdKyIiAps2bcKSJUuwc+dOHD58GDVr1kTv3r0xatQoREREuOMpm/f228DKlZa7CrIbBhEReULZeGe8+CKwcKH4++bNwBNPsOWKyEV8fX1NhrPQncEtAZZCocDQoUMxdOhQq9uNGTMGY8aMMbsuKioKi2RmOwoNDcXMmTPtLqfLSV0F4+LEvw37u7MbBhEReYp08zErC7jrLuDmTaBlS9ZHREQOcGkWQTJDrQaSkoD69Y2Xq1TicnbDICIid5MCrIwMoGyMCCxMsUJERNYxwPIEtVqsxB54QPx72jTg9GkGV0RE5BmGAZY0N+W1a54qDRHRbY0BlqcolcA994i/q1TshkFERJ4jBVgXLwLVqom/M8AiInIIAyxPku4SshsGERF5Us2aYgZBAJBSFTPAIiJyCAMsT2KARURE3kKlEn9KPSoYYBEROYQBlicxwCIiIm9x993iTymrLesmIiKHMMDyJGZqIiIibyFlt5UmPmULFhGRQ9wyDxZZwExNRETkLaQWLK1W/OlFdZNOp0NaWhpycnIQFhaG2NhYKJkcioi8FAMsT2IXQSIi8hZSC9bNm+JPLwmwNBoNxo4di6ysLP0ylUqFRYsWQc3pTYjIC7GLoCcxwCIiIm8htWAVFoo/vSDA0mg0iIuLMwquACA7OxtxcXHQaDQeKhkRkWUMsDyJARYREXkLqQVLCqw8XDfpdDqMHTsWgiCYrJOWxcfHQyeNGSMi8hIMsDyJSS6IiMhbSC1YV6+KPz3cgpWWlmbScmVIEARkZmYiLS3NjaUiIrKNAZYnMckFERF5i9BQwMcHKC0V//Zw3ZSTk+PU7YiI3IUBliexiyAREXmLKlXEIEvi4QArLCzMqdsREbkLAyxPkgKsW7fK0+ISERF5ijQOC/B4gBUbGwuVSgWFNPFxBQqFAuHh4YiNjXVzyYiIrGOA5UlSgAWwFYuIiDxPGocFiPWSmQQT7qJUKrFo0SIAMAmypL8TExM5HxYReR0GWJ7k5wf4+4u/M8AiIiJPM2zB0unK58TyELVajaSkJISEhBgtr1u3LpKSkjgPFhF5JQZYnsZEF0RE5C0MAyzAY3WTTqfDjh07sGHDBgQHB2PKlClG6+Pi4hAcHMwU7UTklap4ugD/edWrA5cusQWLiIg8T+oiqFSKLVg//QQMHiz+7SYajQZjx441StEeGBhotM2SJUuwZMkSqFQqLFq0iC1ZRORV2ILlaZwLi4iIvMWpU+JPqWXoueeAiAhAo3HL6TUaDeLi4kzmvyooKDC7fXZ2NuLi4qBxU/mIiORggOVpTNVORETeQKMBZs0yXZ6dDcTFuTzI0ul0GDt2LAQ7EmtI28bHx7O7IBF5DQZYnsYxWERE5Gk6HTB2rPl1UsATH1/esuUCaWlpJi1XcgiCgMzMTKSlpbmgVERE9mOA5WnVqok/d+wQH7wDR0RE7paWBlgLbgQByMwUt3ORnJwcj+5PROQsDLA8SaMBfvhB/P2LL4DOnd3a152IiAgAIDc4cWEQExYW5tH9iYichQGWp2g0Yp/2GzeMl7uprzsREZGe3ODEhUFMbGwsVCqVyaTCtigUCoSHhyM2NtZFJSMisg8DLE+Q+rqbG8jrpr7uREREerGxgEoFWApuFAogPFzczkWUSiUWLVrk0L6JiYlQujGVPBGRNQywPMEL+roTERHpKZWApeBGCroSE10+H5ZarcZnn30me3uVSoWkpCTOg0VEXoUBlid4QV93IiIiI2o1kJQEVJjUFyqVuNxNQUyLFi1kbVetWjWcPn2awRUReR0GWJ7gBX3diYiITKjVwOTJ5X83bQqcPu224AoAzp49a3V99bLpTW7cuIHff//dHUUiIrILAyxP8IK+7kRERGbdfXf57zqdy7sFVmQpwAoODkZCQgISEhL0yzZv3uyuYhERycYAyxO8pK87ERGRidDQ8t8vX3brqXU6Hb766iuz6/Lz8zFjxgycOXNGv2z79u3uKhoRkWwMsDxF6uter57xcjf3dSciIjJSMcAyl/HWBTQaDe655x7s3bvX7HqhrBzr16/XL9u/fz8KCgrcUj4iIrkYYHmSWg38+Wf539u2ub2vOxERkRHDAEunA65fd/kpNRoN4uLikJ2dbXU7QRBw8eJFAGJad61Wi19++cXl5SMisgcDLE+rVau8W2DLluwWSEREnlW3rvHfLu4mqNPpMHbsWH0LlVylpaUAgJ9//tkVxSIichgDLE/z8QFq1hR/z8/3aFGIiIjg6wsEB5f/7eIAKy0tDVnW5oa0QArIGGARkbdhgOUNatUSfzLAIiIib2A4PtjFAVaOHXM+KhQKhIeHo1q1avplv//+O65eveqKohEROYQBljdggEVERN7EjZkEw+yc8zExMRF1y7oxSvsePHjQ6eUiInIUAyxvIHXFcHM6XCIiIrPq1Cn/3cV1U2xsLFQqFRSW5oYso1KpkJSUBLVajdq1awMon3Q4PT3dpWUkIrIHAyxvwBYsIiLyJmUBDACXB1hKpRILFy60muQiISEBGRkZUKvV0Gg0+OOPPwAAJ06cAADMnDkTGo0GOp0OO3bswIYNG7Bjxw7odDqXlp2IyJwqni4AgQEWERF5Fze2YGk0GowbN87suvDwcCQmJkJdNn2JlM69YjB28+ZN9O/fHyEhIcjLy9MvV6lUWLRokX5/IiJ3YAuWN2CARURE3sRNLVhSwGQpi+D8+fP1wZGcdO6GwRUAZGdnIy4uDhqNxnmFJiKygQGWN5DGYDHAIiJym+TkZPTr1w/R0dGIiYnBxIkTbU50a+j48eMYNWoUHnnkEURHR2PgwIH48ccfzW67cOFCREVFmX1ER0c76yk5jxtasGwFTAqFAhMmTNB383Mknbt07Pj4eHYXJCK3YRdBbyC1YDHJBRGRW8ybNw8rV65E48aNMXjwYOTk5GDLli3YtWsXNm7ciPDwcKv7//HHH3juuecAAE8++SSqVq2KH374AWPGjMHUqVPx7LPPGm1/9OhRKBQKjBw50iSZg6+vr3OfnDMYtmAdOwbs2AHExgJKpdNOYStgEgQBmZmZSEtLQ6dOnexK527tOERErsYAyxuwiyARkdscPXoUK1euROvWrbF69Wr4+fkBAHr16oVRo0bhvffew7Jly6weY9q0aSgpKUFSUhLuv/9+AMCIESMwcOBAfPjhh3j88ccRapDq/OjRowgPD8frr7/uuifmTL//Xv778eNA586ASgUsWgQ4aTyT3IBJ2s7edO6Ono+IqLLYRdAbMMAiInKbdevWAQBGjx6tD64AoFu3bmjbti127NiB3Nxci/sfPHgQR48eRY8ePfTBFQAEBwdj5MiRKCoqwqZNm/TLL1++jAsXLqBJkyYueDYuoNEAEyaYLs/OBuLixPVOIDdgkraTm869sucjIqosBljegAEWEZHbHDhwAFWqVEGbNm1M1sXExEAQBOzbt8/i/tKktjExMWb3B2C0/9GjRwEAUVFRlSq3W+h0wNix5tdJY6Xi48XtKslWwKRQKBAeHo7Y2FgAYjr3RYsW2X0eBYDwOnUQ2759ZYpLRCQbAyxvwImGiYjcQqfTISMjA/Xq1TNqvZI0aNAAAHDq1CmLxzh58qTRtoZCQ0Ph7+9vtL8UYN24cQPDhw9HTEwMoqOjMXToUKSlpVXq+ThdWhpgLZGEIACZmeJ2lWQYMFUMsqS/ExMToTQY96VWqzFx4kTZ55COmnjxIpSNGjmt9Y2IyBoGWN6gRg3xZ1ERsG2bU+4MEhGRqYKCAgiCgKCgILPrq1evDgC4fv26xWNcu3YNAMweQ6FQIDAw0Gh/KcBatWoVADFIiI2NxeHDh/HKK6/ouyxaUlxcjIKCAty4ccPqdk4hd5ySk8YzqdVqJCUlIVi60VhGpVIhKSnJZP4qnU6HDRs2yD6+CkASADXg9C6ORESWMMmFp2k0xt0xevRw+kBiIiISFRYWAoDZ1ivD5UVFRZU6xpUrV/R/V6lSBfXr18fMmTPRoUMH/fK//voLQ4YMwfvvv4/Y2FizLWIAsHz5cixevNjyk3ImueOUnDieSa1W49ixY3j77bcBAK+88gqWLl1q1HIlsSdV+wwAUwHojyJ1cRw+HLh5E6hf3+mZEYmIALZgeZZGI95Nq1hZ8C4bEZFL+Pv7AwBKSkrMri8uLgYABAQEVOoYhvvPnTsX27dvNwquAKBZs2Z4/vnnodVqsWXLFovnGz58OA4ePIiUlBSL2zhNbKx4k89SIgmFAggPF7dzEp1OZ9RVskePHmaDK8C+TIARMAiuDF26BAwdKmZGjIhgXUtETscAy1OkgcTmJlh08kBiIiISBQYGwsfHx2IXQGm51FXQHKlroNRV0JAgCCgoKLC6v6EWLVoAADIzMy1u4+fnh8DAQFSrVk3WMStFqRR7UJgjBV2JiU5r9dFoNIiIiMDWrVv1y0aOHAmNhaDHnkyAsjpU8oYmEbkAAyxPceNAYiIiEvn5+aFBgwY4d+6c2Raos2fPAgAaN25s8RiNGjUCYD4oys3NRVFRkX6b4uJiHDlyBIcPHzZ7rJs3bwIAqlatatfzcCm1GkhKAgIDjZerVOJyJ3Vf12g0iIuLM+nyl5ubi7i4OLNBlj2p2gvkFII3NInIBRhgeYqbBxITEZHooYceQklJCX777TeTdXv37oVCoUCrVq2s7g/AbCr3PXv2AABat24NQMwcOGDAALz00ktmA7pff/0VQHlLltdQq4GyMVEAgFdfBU6fdlpwpdPpMHbsWAjmenGUiY+Ph65C0GMt82BFsgIsgDc0icjpGGB5igcGEruUTgfs2AFs2CD+5J1AIvJS/fv3BwAsXLgQt27d0i9PSUlBeno6unTpgnr16lncv1WrVmjYsCG+//57HDlyRL/88uXLWLp0Kfz9/REXFwcAqFWrFtq3b4+CggKTRBV79uxBUlIS6tWrhx49ejjzKTpH3brlv9eq5dRkELaSVQiCgMzMTLNp7KXMg/Xr17d6DrtzLvKGJhE5iduyCCYnJ2Pt2rXIyMhA1apV8cgjj2DcuHE2vyAlubm5WLJkCXbs2IErV64gLCwM3bp1w/Dhw1FDSnPuxPO5nDSQODvb/DgshUJc78SBxC4jZUI0rCyZCZGIvFR0dDSGDBmCdevWoW/fvujatStyc3Pxww8/oHbt2pg8ebJ+2/379yM9PR1NmjRBt27dAIgtJ++++y5efPFFPPvss+jduzcCAwOxZcsWXLhwAdOnT0edOnX0x5g+fToGDx6MZcuW4cCBA2jZsiXOnDmD1NRUVK1aFQsXLvSuLoISg+fg7Hka5SarsLSdWq1GaWkpnn76aYv7/mFvoW6XG5pE5PXc0oI1b948TJkyBcXFxRg8eDBiYmKwZcsW9O/f3+rAXklGRob+jtUDDzyAIUOGICgoCP/3f/+HYcOGmaTTrez53MJwIHHFbg4uGEjsMsyESES3oWnTpmHatGnw8/PDmjVrkJ6ejl69euHLL79EeHi4frv09HQsXrzYJINfmzZtsG7dOrRt2xZbt27Vt6gsXrwYQ4YMMdo2IiICmzZtwsCBA5GVlYUvvvgCv//+O3r37o1NmzZZ7Y7oUbVrl//u5ABLbrIKS9vpdDqMGzfO6r67AcjuS+HkzIhE9B8nuNjff/8tREZGCoMGDRKKior0y3/66SchMjJSGD58uM1jDBw4ULj//vuFlJQU/bLS0lJh0qRJQmRkpLBhwwanni8vL0+IjIw0euTl5cl9yvZJThYElUoQxHYs8REeLi73dlqtadkNHwqF+Fy0Wk+XlIhuE279/r3NuP21OXGi/Pu8c2enHlqr1QoqlUpQKBQCAJOHQqEQwsPDBa2F+iM1NdXsfhUfqZbqp4qPhATWVURkkb3fvy5vwZJmqB89erTRpIzdunVD27ZtsWPHDuTm5lrc/9ChQzh06BDUajW6du2qX65QKDBixAg89dRTRvONVPZ8bqdWAxkZwBtviH8//LBTBxK7lNxMiB9/zDFZRES3G8MugpcuOfXQSqUSCxcuNJvkQkpekZiYWOn5sGSPqnrnHc6JRURO4/IA68CBA6hSpQratGljsi4mJgaCIJjNxCTZsWMHAKBnz54m6+655x7MnTsXffr0cdr5PEKpBGJixN99fLy/W6BE7oDgceNYcRER3W6CgsrrIycHWBqNxmIXP5VKhaSkJKit3GiU3cXQnkJlZbFrOxE5hUsDLJ1Oh4yMDNSrV8+oNUnSoEEDAMCpU6csHuPYsWMAxHlH1qxZgyeffBItWrRAp06dMG/ePP0cIs46n8fUqiX+zM/3bDns8c8/8rdlxUVEdHtRKIDgYPF3J9ZNlua/ksyfP99qcAUYzIdlZRslALtHVQkC58QiokpzaYBVUFAAQRD0s95XJM10f/36dYvHkLrzzZo1Cx988AHuu+8+PPPMMwgICMDKlSsxbNgwFBcXO+V8xcXFKCgowI0bdid3rTypEnPyQGKX0WjELhX2YMVFRHR7kRJd3LoFVEgo5Qhb818pFApMmDDBZP6ripRKJRa98gosz6IlJrjY7EghOScWEVWSSwOswsJCADDbmmS4vGIWQHPH2LVrF7788kssWLAAb7/9Nr755ht07twZhw4dwmeffeaU8y1fvhytW7fWp+J1K8MWLCsTL3oFnU5My+4IVlxERLcPw/nAnNCKVZn5ryrq26gRQmxsEw87Mgka4pxYRFQJLg2w/P39AcDs7PUA9C1PhkkqKvLxEYs4ZMgQNGvWTL/cz88PU6ZMAQB8//33Tjnf8OHDcfDgQZN0vG4hBVglJUBZoOi1bCW3sIUVFxHR7cHJqdorO/+VobSLF5FnY5tMAA7d0uOcWERUCS4NsAIDA+Hj42OxS560XOq6Z460rkWLFibrGjRogBo1auDs2bNOOZ+fnx8CAwNRrVo1i+VxmWrVgCpl8z57+zisygZIrLiIiG4PTp5suLLzXxnKMSybte2kLvhy1a7NObGIqFJcGmD5+fmhQYMGOHfunNlWJSkwaty4scVj3HvvvQAst0pptVrcddddTjufxxgOJvb2cVh16zq+b506rLiIiG4Xhi1Y33wD7NhRqXG0+uQUCvPpKRQKBcLDwxEro54Iq19f1jnDvv4aSE0F1q41DhgtEQRgs0Ojt4iIALghTftDDz2EkpIS/Pbbbybr9u7dC4VCYXUW+7Zt2wIA9uzZY7LuxIkTKCwsRFRUlNPO51G3QyZBjQZ4/nnH9x88WOxiyEQXRETeLzu7/Pf584HOnSs17YZSqcSgQYMsJrkArM9/ZUhOJsG7774bsZ06AZ06AUOGAMuWiTc0rcnLA/r3BzZutFkGIiJzXB5g9e/fHwCwcOFC3Lp1S788JSUF6enp6NKlC+oZDqKtoEePHggJCcG3335rNH9VUVERZs+eDQAYMGCA087nUd4eYGk0Yqp1wwrXXosWVbqCJiIiN9BogE8/NV2ene3wtBsajQbz5s2zuH7ixIk2U7RLlEolFi1aBCgUFoOsKVOmGAdrajWQlATIaf0aNEjclojITgrB2m0kJ5k5cybWrVuHiIgIdO3aFbm5ufjhhx9Qq1YtfPnllwgPDwcA7N+/H+np6WjSpIlRJr+0tDSMGjUKpaWl6NatG+rWrYu0tDScOnUKPXr0EL9gHTifJZcvX0aMNPFvmb179yLY3n7c9urVC/jhB+Czz4Bhw1x7LnvpdGJQVJnkFoakO4hJSWKFR0QED37/3gbc+trY+s5XKACVCjh9unwyYpuH1CEiIsJqFsHw8HCcPn1aVguWRKPRYOzLLyPLzM3JwwcP4gFzvVZ+/hmQmzE4OZn1FNF/nL3fvy5vwQKAadOmYdq0afDz88OaNWuQnp6OXr16mQQ76enpWLx4sUkWv9jYWGzcuBFdu3bFvn378OWXX0KpVGLy5MlYuHChw+fzOt7cglXZzIEVSXE958UiIvI+tr7zBcHuaTdspWgHIDtFuyG1Wo2MAQOQCmA9gNEG6wp69DDf0nbhgvwTsJ4iIjtVccdJFAoFhg4diqFDh1rdbsyYMRgzZozZdVFRUSYtVZU9n9fx5iQXrkitblhBd+rk/OMTEZFj5H7n21E3ODNFe0XKXbvQqez3YACLy34vuHhR7M5YsbeEPdlsWU8RkZ3c0oJFMgUFiT/T0yudqcnpXJlanfNiERF5F7nf+XbUDc5M0W5EpwOOHdP/GWWw6pr0S8VWqNhYsYujXKyniMgODLC8hUYDLC675/bTT96XCEKqjGxlX3IE58UiIvIutr7zFQogPNyuaTecmaLdSIUbkg1QfnGTAZjvzqhUikmX5GI9RUR2YIDlDaTsfFevGi+vRKYmp5NTGYWE2H9cOytoIiJyA2vf+VKAlJgoO8GFeEilza7+clO062k0wNNPGy3yARBY9vtpwxUVW6HUauDrr60/BwcCSSIiBlieptMBY8eWJ30w5G2JIKT0tr6+pus2bgRyc8XJHKdOlX9MOytoIiJyE+k7v0qF4doqlcMZYNVqNZKSklClwjFr1qyJpKQk2SnaAZTfnDSTGKosZRQyDReaa4V6+mngyy/NH9/BQJKIiAGWp7kgU5NLqdXlyTgkoaFiJadUioOAZ8yQ150wMBD480/vCB6JiMiUWg106CD+rlSKN9FOn65U2nK1Wo06deoAABo0aAAAWLFihX3BlbWbkygPsP4CsAOATqWy3AoVFyemYq9Z03h5JQJJIvpvY4DlaS7I1ORSWq1petuKEzcbdi2xFmQVFADvvCMGaN7QDZKIiExJLT86HdC+vVNac66WdYkvKSkBUB5oyWbl5qQGwNGy308D6Awg4uZNaDZvtnw8tVqch1KyYEGlA0ki+u9igOVpLsjU5FK5uaZ3DH19TVuhpK4ld99t+5h5ed4z1oyIiIwZ3kSrOFbYAcXFxSgsLAQAXCi7YaeyJ6MfYPGmowZAHICiCsuzL19GXFwcNNbqmVatAJ+yy6KiIjGI27DB+7L6EpHXY4DlaS7I1ORS586ZLjtwwHzGQ7Ua+PxzeccVBO8Za0ZEROXq1i3//cqVSh/uqkGQptPp4OPjg9DQUPsOYuamow7AWADmOg0KZTcG4+PjobNUz/j5lSdrSkgQs/kOHux9WX2JyOsxwPI0a93pvHGAbXKy+eWWMh5W7E5ojTeNNSMiIpFhhlgnBFhXyo5RrVo1AEBoaKhJ0gubzNycTANgZUQzBEFAZmYm0qzVM9I4rFu3jJd7U1ZfIvJ6DLC8gdSdrn594+XeNsBWpwOWLze/zlLGQ3u7NnrLWDMiIhLVrl3+uxMDrICAAAAOTCwMlN+cNOiyLrf2yLFUz+h05ntpAN6X1ZeIvBoDLG+hVgMZGeVdMT75xPsG2O7YYb1yNZfxULrLKJe3jDUjIiKRYQuWE8ZgSQGWn58fAAcDLADo2xd49ln9n3KPYvF8770H3LhheUdvy+pLRF6LAZY3USrFjHoA0Lix93QLBMRuEQMGyNvW8O6gnAmKAe8ba0ZERCIXtWBJ3QIdCrA0GnFc1Jo1+kWxtWpBVaMGFBbGNCsUCoSHhyPWXD2j0YhZbeVgTwsisoEBlrcJChJ/OuEuodNIkzlevixv+4qVpVotjt0yvAtqyBvHmhERkcjwu1tuPWDFlQpBmt0BllQnVUjTrrxyBYuuXQMEwSTIkv5OTEyEsmI9I82pJRd7WhCRDQywvI23BVg2JnM0Yq0VSq0WU7wnJJhOVOxtY82IiKic4Xf2+fOVPpwUYEnZ/O6WM52HxFqdJAhQKxRICglB/QpjmlUqFZKSksxPZmxlTi0T7GlBRDIwwPI23hZg2VPxANZboZRKYPp0MbNgu3bisgkTvG+sGRERlfP1Bfz9xd/tyQxrgRRgSZMM29WCZatOEgSo8/KQsXq1UTC1dOlS9O3b1/w+9nT5Y08LIpKBAZa38bYAS27FExIivxVKqQQeeED8vVo1VlZERN4uMFD8eelSpQ8lBVg3b94EYGeAJbNO2vz990hNTdX/3bt3b0RERJifaFju+RMSeDOQiGRhgOVtvC3AklvxfPWVfRVPeLj4057WMSIi8owaNcSfeXmVPpQUYBUUFACwM8CSsa0GQFxiIvLz842WZ2dnIy4uzjTIMjOnlonatYFJk+SX04l0Oh127NiBDRs2YMeOHZYnSiYir8EAy9t4W4Blq+KRxl116mTfcaXU7ZmZYvr3DRvEn6w4iIi8jzQBrxPTtJeWlgIQJxqWzUadpAMwVqmEuVHDQtm4rfj4eOMgxTDbraW67tIloFEjt080rNFoEBERgc6dO2Pw4MHo3LmzSUscAzAi78MAy9t4W4BlLc16ZbL/SQFWairQuTMweLD4MyLC7RUYERHZIGUSvH690ocyzCJYu3Zt/XxYstiok9IAZFkJMARBQGZmJtIqzmWlVovd3CskxzCSnS1mL3RTHaXRaBAXF4esCj09srOz0b9/f8ycORPjxo1DWFiY1QCMiNyPAZa38bYACxAnc5wxwzSIqkz2vz//FH9qtcbL3VyBERGRDHXqiD+tTcQrk2GAZVcGQYkUDEmJNyQqFXLi42UdIsfcWC61Gjh5svy5ViRlLoyPd3lvC51Oh7Fjx+pb3YyLIS575513kJiYiIsXLxqtt9gVkojchgGWt/G2AEuazPGdd8orlBo1xMG+jmb/27gRGD/e/Do3VmBERCRT3briz8LCSnXn1ul0yM3N1f9dr149x8qjVpe3NjVrJvaGOH0aYZYyBVZgcdzXnj1AhYDFiCCIXdsrtoA5WVpamknLlVwWu0ISkdswwPI23hRgWZjMEdeviy1amzc7dswBA4CyvvdmuakCIyIiGTQaYPVq8XedzuHu3NJ4ojyDRBm7du1yrKVFpxPnVgSAxo3FsVlKJWJjY6FSqUwmGjakVCpxyVI2RLmZc+1J7e4Asy1sdrDYFZKI3IIBlrfxlgDLxmSOAOxvZZKOKZeLKzAiIrJButFWsU6yszu3pfFEhYWF9ndnk3pWSN0VN2/WB3xKpRKLLI3RKqPT6TBgwIDKpWy3J/OhA+zKrGhFZQM1InIMAyxv4y0BlozJHO1uZbJ30mIXV2BERGSFk260WRtPJJHdnc1SzwqDgE+tVuOrr76C0kbyJbPnlJs5NzbWdlkrQU5LnBzOCtSIyD4MsLyNFGAVFwO3bnmuHK7oJmHPtm6owIiIyAon3WizNZ5Idnc2OwK+OnXqWA3YLJ7TVZlz7SS1xFkLSq1RKBQIDw9HLOtRIo9ggOVtqlcv/xL3ZCuWK7pJ2LOtGyowIiKywkk32uR2U7O5nR0BX6XOaSlle1iY45lzHaBWq5GQkGD3flKrV2Jios1WPCJvcCfO5cYAy9v4+IhBFuDZAMsV3SRsHRMQg6qNG91WgRERkQVOutEmt5uaze3sCPgqfU61GjhzBmjbtnzZ55+7vW6677777N5HpVIhKSkJatajdBuQM5n27YgBljeSugkazBXidtZmtne0m4S1Y0pGjgRq12aKdiIiT3PSjTZb44lkd2ezI+BzyjmVSqBHj/K/v/yyUinqHWHvGKpevXph1apVKCoqktcSoNOJz2nDBrc/N2e6E1tALLH2XJ3xOrjztbSU/CYrKwv9+/fHxo0bnXo+t75PBDKRl5cnREZGGj3y8vLcc3KtVhAiIgQBEIQPPxT/9qTkZEEIDRXLIz3Cw8XllTmmSmV8zIoPlapy5yCi25JHv3+9nEdem+RkQVAoxIfhd7S0TOb3dHJysqBQKAQAJg+FQiEkyzmOVivWDRXLYlim8HB9vWnpnAqFQv45p0zxaP2k1WoFpVJp9nUz97jrrruM/lapVJafp7m6+Dase5OTkwWVSmX+eWu1gpCaKgjr14s/LV1Tyd3OQVqtVkhNTRXWr18vpKamCloHj2/tuZpbVzsoSIjv0UNIXbhQ0BYVVer4zqbVak3OVfGhVCqFjRs3OuV8lX1u9n7/MsAyw2MVvLd+2W3eLJblnnuc98UjfZnFx1uuKO2ovInozsAAyzKvqpscuNGWnJwsBAYGGl3ghIeH23fxJgV8MusMcxdVss+ZnOzx+unWrVsWA1M5D4vBpJ2vo7eyGkQDQnJIiO1rKhdfezkraLH2XOW8F1RKpZD8xhsOHd/aDQk5waO5bVJTU2W/jysb4DnjZgsDLCfw6F1Cb/yy++gjsSxqtXOPK92NNFeBSc/d4G4kEd35GGBZ5vHeFbVqid/Njz3m8PfywIED9Rc3999/v2N38r/+2rS+sBLwabVafWDXu3dveed0Y/1k7uIzLS1N6NKli12tV9aCrPDw8PLnfYfUvbZaQBSAEA4IWmvXVJW59pLR6uWUVlQZz1XW+6DsYS7IsvlaVnwPGTy/ivvVr19fSEhIENauXSssXLhQGDt2rFCnTh2TALN3796yy27u3IZltxbgOfrcKmKA5QRur8S8+ctOqxWE/v3FcgwY4NwypKZa7yYoPVJTnXdOIvJqDLAs8/hrI3Vf793b4UN069ZNf2HTp08fxw5y7Fh5/bBkiayeFY0bNxYACF27dpV3DjfUT1qtVkhISBCCg4ONLviqVq1a6aDK3CNVKmtCwh1R98ptAUk1d02lUgnCtm2CEBzs2LWXjFYvZ13Y2/Nc5QRZ4UqlSXdBucdPSUkxeAksd/t16fvX6N9gu3VQ9vvExvvd3u9fJrnwBq6Y1NcZNBogIgJIThb//vpr8W9nZXZxxVxbRETkGtWqiT+vXXP4EBcuXND/Hhoa6thBfv1V/KlQAK+9BnTqZDPh0t133w0AyM7OlncOF9dPGo0GoaGheOedd3D58mWjdbdcNAdmTk6OmGb+nXfk7iD+tJYIQ06SDBcl0pCdir/iAkEQr7m6dwcqvPYm25m79pIx2TXgxPnfIP+52iIAyNTpsGPxYoeOP2DAAGg0GlmThztbxTJaSpCRnZ2NuLg4fRZCp00TYacqTj0aOcYbAw3pC6Tih0f6AnHGXCCumGuLiIhcQ5pCpBIB1sWLF/W/OxRg6XTAt9+Kv/v7A6WlsrLZ3nvvvfjll1+Mzm+VC+snjUaD/v37271fZYUdPw7MmmXHDmHitcDYscbBhEpVnhHY0jrp+sDa/jKuIXQ6HdLK5jULK8sOKc3tJTsVv6ytLJwfQNrPPyM7OxsXL15EnZAQ1B8/HrGCAJN3nXS99MorQFAQNn/3naxzyLmwtzebpC0D3nkHKyMi9Kn8w/75R9Z+ly9fRlxcHGbMmGE1eHQFw9fAWoAnCAIUCgXi4+PRt29f2c/N2a8xuwia4fZuGN7WVc5dXRbtzAhFRHc+j3eD82Ief20ee0z8bm7c2KHdS0tLBV9fX32XnMWLF9t3gEokI3j//fcFAEKVKlXknctF9ZMzxtI48lApFMZjkWw9VCpBeOcdy8/d2vWBNHapkmPLbXX/kvtabrTneUMcs5UKCPGAUMfS6wkIyVaOkWzH/8ZW1zTD56pw4ntCPwZMqxW+rtBN1dZ+Fbu1uvJhriul7G5/CQmCtuz/Zc/xzWEXwduRKyb1rQx3dVl0xVxbRETkGtIcjTduOLT71atXUVJSov/brhYsmd2yLGnZsiUAQKvVIj8/3/b5XFQ/2eo25ipXBAHvQWyRkaWwEEhIML/OWrcwad3YseLD3LbSsvh4QKczOzeRnO5fSqUSCxYssPlUxkP+89YAiADQGUAiAEvtnVkA+gOYaebYOgBjZZxLASA8JMR0LjYzXSqVSiUWDRpk8TiOio+PR/HPP2O8ta6SFQiCYNKt1ZUEQUBiYqK+5VKn0+Hnn3+WtW/OokXYDOCmhfXSa2d4fGdhF0FvIH2Rx8WJX9yGX0ieCDTc2WVRrRa7G5rrQpCYWPluiERE5By1aok/b1q6XLFOGn+lUCggCIL8AEuns36xrlCIF+t9+1qsJyMiIvS/b9iwAbVq1TLpcmbCUv1Uq5a4rG9feeU34OxxHnIVAHgHwEcAVgCwWbNauYDWAUiDOLYpDEAsYNxdThrjZE3ZjVrNe+9h7MqVRoFU/fr1cevWLYvdvwBg7Ouvo29QEOocOWLrmSATwA4AnQzKXbds3QWD57AZQBzEZg253gGwEsAilL+maRADMFsEiEGc0WtnqUvlggVQb9iAJAAvArhqsEstiAFdYwBD7Ci7UDYG7JM33pBV3oqCAwORX1Bg1+vliJCQEH0QvnnzZqxbt052V99/Ll/GDFj+nwYDWDFjhr6rpDMxwPIW3hRouHtslFotVlQ9egApKcDLLwPLlrHliojIyayNabEpOFj86WAShooXRfXq1ZO3oz29Kjp1MrtJ3bp19b+PGjVK/7tKpcKiRYssX2BJ9dNTTwHffy8uu3xZTBSxcqXssUSSf2SOB3GVPIhBRBJkBFlmaCBezBv+N1QwDjDk0AF4D8A7ZhJuyElEkpWdjfe6dcN9Ms/3FAB/iM/fnPoAbsG+4EpfFhi/pnJD6HgA6rw8/ftWt3Ej0gYMMA1cs7OhGzAAaQCKAHSF+H+QXIYY6Mn8NJk4KSNINWdsQQFmOHhOe+Tl5WHAgAF271cb4s0Ea//TuwD0bdTIwZJZxy6C3kStBjIygDfeEP9++GHg9Gn3t+J4osuiUgm0by/+/s8/4heOkzINERGZk5ycjH79+iE6OhoxMTGYOHGi/CxzAI4fP45Ro0bhkUceQXR0NAYOHIgff/zRZeerLI1Gg4iICHTu3BmDBw9G586dERERoc+2ZVNIiPizuNh6NzELpABLaoWQ3YLlhF4VqampZpdXzDhm1ubN5cGVoawsoH9/YOZMWfWVTqfDihUrbG7nagLEi3upxDqILTwbyn5aeiYaiIFExVA3u2y53PzCGgD3QAwKKuMdAJY/bcYKYDm4AsTnYG29HPEQXzu5t54DAfwM4OeffsK4+HiEPfMMOgMYDLGLYgTE10ojCPpui4Nh+XU+72C5HQkvlACaQmyBc5bqTjwWAFyC+H+1JgtAmtzEN3ZigOVtlEogOlr8vVo1z7TiGPY9r8hVXRY1GkBKG7pzJ9C5s3NTwhMRGZg3bx6mTJmC4uJiDB48GDExMdiyZQv69++PzMxMm/v/8ccfeOaZZ7Bnzx507doVTz/9NM6dO4cxY8ZgzZo1Tj9fZclNaWxV7driz9JSu8dhSS1nkqpVq6J6dZmXVJXsVbFx40YMHjzY7Dop2IuPj4fOUorxsTZG1Lzzjqz6Ki0tza0BtTWZELuyGY45qnhhb0gaV2QurJaWxZdtB4VCvElr5katFKQ561VYjcqNQXIWAeWvaSzEVj1b5ZoFoBuAbu+/j8RFi3CxtNRofTbEcV79Ia/LoSOUEANCOeU1pAMwAKZB3XgAVR0sy3UH96usnDp1XHNgm6lL/oM8nqlp0yYxE01MjPvOaU5ysiD4+xtnxwkPl5Wxye7zVCLTEBHdOdzx/fv3338LkZGRwqBBg4Qigwk3f/rpJyEyMlIYPny4zWP07dtXaNasmXD06FGjsnfr1k1o0aKFcP78eaeeTzq+I6+N0yY81WjKv59Pn5ZVZkEwnw1OqVQaTQZq4wk4nNEvOTlZdrYys9nc5Gb5lcph5TmtX7/eoSxqFR9Dhw51ynHiLL0fyh6GWfJS5b6Ghq+DVLeX/d9sZXO7Ex5rUZ5FUHodPV0mWw8FILzhQFkVgFCzwrK6Ff6+CxCqesFztPaQk8VREJhF8M5QtSz+d3AgsdOo1YDUhWPGDCA11fldFm0NXgb0mYaIiJxh3bp1AIDRo0fDz89Pv7xbt25o27YtduzYgdzcXIv7Hzx4EEePHkWPHj1w//3365cHBwdj5MiRKCoqwqZNm5x2vspy2oSnAQHlv+fJ61BlqeVMp9PJbzlzsFeFNFeOXGYTUNiblMJKfeWseXZeeOEFqFSqSrfcJFlYLl15vgKxC5sO8scV5QQHl8+TKY0tL7uOkJv84Xb2CsTMgn0hvr4hni2ObF8C+MrOfQQAVyosu1Dh71tljxo2juVr57mdQQEgPDzcNIujkzDA8kZ33SX+dNFs7rIVF5cPLB4+XBw87Owui+5KCe9pLprJnojsd+DAAVSpUgVt2rQxWRcTEwNBELBv3z6L+x88eFC/rbn9ARjtX9nzVZbczHU2t5PqJgC4dMnm8axNBiqx2DWvIuli3TDIA8RuaBYmvrc3JbrZAMieoMhGfRUbGwuVSiX/eBUoFAqEh4ejU8eOWNS4sbjM4aPZdhliF7YIAHJTc4R9/bX4v5DqvKIiYPx4AGKWvjvdTYhjw4IhBpQv+vsDAO71YJlsESB2b3RFQCBAfI/6lv209H4tAUwnbnYhfXr2BQucnp5dwgDLG3lDC5ZOB2zcKPa19/Mr73vvbO5MCe8pGo3YP79zZ2DwYI4vI/IgnU6HjIwM1KtXz6g1SdKgQQMAwKlTpywe4+TJk0bbGgoNDYW/v79+f2ecr7LktpzY3M4wwJLRguW0ljOJWi0mfwLEVhEbvSrsSYlu8U62raRP5k9sdrFSqcSHH35odp1CoYBCoUCXLl0srgfK5usZNAjqHTuQBDH7natlQwwaQmD5AlkBILx6dcQCwLhxYmBaVufp3nwTPwP41A1lrSxL44eqwr7WqGsQE0B8UFQk7m/P+8dDHMslaJsAMYHIdAB3W9nOnbed66Ms66M09YQLMMDyRp5uwZICgqFDxb+Li4F773VNQODulPDuVsnJMYnIuQoKCiAIAoKkSXMrkBIvXL9uecj1tWvXAMDsMRQKBQIDA/X7O+N8xcXFKCgowA0HJ/iVWk4UFi7ypJYRm11l7AywnNZyZkjqStm4sc1eFfZ0ybM40ai17omWT2xxVXFxsdnlKpUKEydOxBELKbNVKhWSkpKg3r1bbLGDmBL8JAAXDdHXk1ohLNG3Bly/DmW3bkBiIkovXsRJAG9BbM3pBs8lMbCHpauuW6hclsGjDmTddLeZLj5+ApyX3KSyqqFsWoEBA1x2HcYAyxtJlZgnWrDcHRB4IiW8u3B8GZHXKSwsBACzrUmGy4vK7jw7egxpf2ecb/ny5WjdujW6detmcRtrlEolFpUFCRWDLKOWEVtdZezsIui0ljND0gS4Mrra2QosAfG12bhxo/WJRqXuifVttBfJqK+WLl1atqlYpiVLliA1NRULFizAvHnzcMnC6zp//nyoo6KAhQuNlu8B4Jok08akVoh3zKy7G8D7AHIhjj2KgphyuzGADyC25hB5k+Moy5R5+bLLbnYzwPJGnuoi6ImAwPDuYMVK0FUp4d3lvff+G+PLiG4j/mVjIkpKSsyul1oYAiqO9bHzGNL+zjjf8OHDcfDgQaSkpFjcxha1Wo2kpCSTyX31LSNykhfZ2YLltJYzQ2Wth2jY0Oam1gJLyYYNGxAXF2f7vGo1cOYMULOm+fUy6qvDhw9j3759UCqVEAQBfn5+ePXVVxEbG4tx48ZZHKumUCgwYfx46Pr0Mamf3d15vqDC33UBnAMwGcBIAN8COAGg0AXnvg2vAqjM3RAD8OWeLoiBeBh0S3TBzW4GWN5IqsRKStzbuuGphBOW7g7Wr29x8LLX02jEuVHkuJ3Hl0nkJvFgsg/ysMDAQPj4+FjskicttzZHk9TdT+oqaEgQBBQUFOj3d8b5/Pz8EBgYiGrVqlncRg61Wo1///1X//d3332H06dPywuuAOMAS8bknHICHFktZ4akrvORkbI2lwLL+mZan0JCQvD000/LP7dSCZhJbALAarINnU6HHTt24LnnntP/DYjB9b333ov33nvP9li1rCykmRmn5+7O8/Mq/H0BYuuWO3Ry03nuVDXgnjF7FSkAfAwxGJf3qXUPad4yV13bMsDyRlUNhlm6cxyWJxNOqNVARgaQklJ+92/8eCA42Lsvws0FDDod8Oqr8o9h2D3mdgxA5CbxYLIP8gJ+fn5o0KABzp07Z7ZV6ezZswCAxmVZ2sxp1KgRAJidIDg3NxdFRUX6bZxxPmcKCAiAr6+YFPmBBx6wL7gxrJtkBFhAeYBz993Gw9tDQ0Plt5xJbt0SEy8BQPPmsndTq9XIyMhAamoqPv/8c/j4iJc++fn50Gq18s8PiN9ZFfXpYzHZhkajQUREBDp37ow//vjDZH12djbekXkzzlzNK2dSW2emV6iY6GG4mWWu0AvAARnbeX8qCc9QAFgFMfGGPRMB1wEwpRLnVQL4GmXjnRQKXATgY6XLrgLuTW1v9Jly8rUtAyxvZHiX0J0BlqcTTiiVwNWrQFnlh/Hjvfsi3FLAMGSI7DlijPrrWwtAvLWFSO6YPSb7IC/y0EMPoaSkBL/99pvJur1790KhUKBVq1ZW9wdgNrX6nj17AACtW7d22vmc6cCBA/pA7+rVq/bt7ECABYgBTsXX6rfffrMvuAKAEyfKf2/a1K5dlUolOnXqhOeeew733XcfAKC0tBTZ2XYOuzeTORJFRWa7BVqaA8yQtRT2FZmreZUApBQcFS9bpbTY02WfwbqvISatMPQ5Kpf8Qa4tAOS8W4MBmB/t+N+lQvmcZwNgOZGHORdRuUBBB0DKQa0JDsZAAKU23vMrACTDPYGW0WfKyde2DLC8kVIJlN1hdOs4LE8nnJAuwive5c3KAvr3B2bO9J4WHUsBQ1YW8JUd0/XNny82S48bJz5HcwFI//5iSmJvayGSO2bv5k1gxAjHx/bdjq165NX69+8PAFi4cCFuGdzESklJQXp6Orp06WIyVslQq1at0LBhQ3z//fdGWd8uX76MpUuXwt/f32hcT2XP50wXDQIjc10crVIoxGk7gPJkEzIVFJSP3lEoFKhbt65959bpgK+/Li9H2dg2RzQ3aP367LPPsGPHDnlzcWk0gLk06/v3m3w3yZkDTC4FgHCIrVXmqAGzKdulC+tpqPzF6jtPPw11SAj2lP0tTQzr4dk69T6BmKXuMgDzeRrvPHJa6xIAZEBMPjIWDnbnNLzp74Ccp5+GLiUFY++6y+r5DVu71BDHbCVADJqdzegz5aprW4FM5OXlCZGRkUaPvLw8+w/03nuC0KuXIAweLAgjRwrClCmC8OGHgrBypSBs3CgIP/0kCL/+Kgj//isIly4JQklJ+b7VqwsCIAgnTjjvicmRnCwICoX4EC9/xYe0LDnZNefVagVBpTI+p7mHSuW6Mji7rLYenTs7fpyK/w/p/2ZrO2dKTZVX1qAgedulppqeIznZ9DXyhveAIa1WLPv69eJPrdbTJbqtOe3714aEhAQhMjJSePzxx4W5c+cK48ePF5o0aSK0b99eOHv2rH67ffv2CR999JHw008/Ge3/66+/Ci1atBBatmwpTJkyRXj//feFDh06CJGRkcLatWsdPp81znht9u/fL0C8zhK2bNli176CIAhCjRri5/Cuu+zabd++ffrz1q5d275zOvl74Omnn9aXRXqoVCoh2drxLH3HWihTamqqyTnkPBRm/lYAQrKM71AtIKQCwnpASO3cWdCWLU92oBwVH76+vsJdd91V6eOYe74hBs/T0ePULjuOs8vnzY8QHx+hZkCA2XXhMH7PpFbiPCnbtgmqkBCH/z+p33wj+/OQCuvv66lOeN2MPlN2XCPZ+/3LAMsMp1TwOp38C0vDR2Cg+CWtVIp/d+woCM8+Kwivvy4I06cLwoIFgvDZZ4Kg0YgXc4cOCcLp04KQny+e0xmSkwUhNNS4XOHhrr2olXuxLn0gPHmBbU9ZXflQKMT/S1GR9UBN2s7ZF/7r1zv3+axfb3x8TwSN9rodAsDbjLsCrNLSUmHNmjVC7969hebNmwsdOnQQJkyYYBLsfPTRR0JkZKTw1ltvmRzjyJEjwssvvyy0atVKaNWqlTBw4EDhxx9/rNT5rHHGa/Pvv//qLzS+/PJLu/YVBEEQ6tUrf68XFsrebevWrfrzNm3aVP75nPw9kJycbP6iS6EQFAqF+SBL7k01gzKtX7/e7gu/hGHDBFWFZRUvlG0+pLpaqxWEkBBBC5gc01sehhe6yV5azqp2Ph9XlqU2ILwDMdBI6NFDUCgUFrf9usL7Yr2VbS0+H4VCCA8PF7RarZCcnGx3EKyA+P7V1q8vrI+Pl7XP+vh4q5+1VJnnrgPL7yujz5Qd17YMsJzAaRX8sWOC8OmngjB/viBMmyYIo0cLwtChgtC7tyB06CAIzZoJQv36glCtmvMuuGvWFISICEF48EFB6NRJEPr1E4RhwwRh3DhBSEgQhEWLBOGLLwTh228F4ZdfBOHIEUE4e1YQrl8XhNLS8rL/9JN4zLvvds9deXsu1l0VMMi1dq3ngyvDx8KF8rYz10JUGc4ONA3LJ+eCpk4d8X/hqVaj2yEAvA25K8C6HTnjtbl8+bL+QmPx4sX2F6Jhw/L3emam7N2++uor/Xk7deokbydb3wN21gVarVZQqVQWL8oMLyiN2HsDMDxcSE1JsXgei+ddu9a4FQrQt0LJekydavxaJCdXquXC1Y+KwaMWEBLcdG4pUAi0sd3XEC/QLQUWUhCxEfYHiLVlbje1wntBCwiq4GCrzy1c2r6sPkodOND+16jCDYfk5GSTz09ISIh+24plMGwlkvs+TJXqc6lXSEKC0XtcumFgLdCrAwhFFfZJRYXP1NSpdl872Pv9WwXkOlFR4kOOkhIxwUN+PnDlipiNKCsLmDgRqFNHXCY9pG0MH7duiW8l6W9HKJXiHB81a5ZnaiopAdatA/73P6BWrfL10sNwWdWqlsdv2WLP4EJBKE+p2amTY+dzlEYjjhfyJidPytvO2dkfpTF72dni/8RRCoV4HMP+z7amDADEQfZDh4q/q1TifGp9+4r75uSI76nY2MrPoabTmR4TsD7+TKEQ3yd9+96ec7jRHSsoKAgKhQKCIOD8+fP2H8Bwvq5Ll2RN+AsYJ9SQPf7KnqlDZNQFaWlpttOhZ2YiLS0NnQyPZ893Z1mZYiHOMWbtfECFiZ6DxdEmnaxsb1XXrsbfN2o1cuLjxbm5vEwdAP+iQkKKKlWw0t6sjg5SQcyo1xfAexAThRiOKgwvW6+GODYoDuK4HcNvfOlqR9quH4AZAGbJOP9UAPcDGCpj26Ywfk+kAciyMgZSQHkK8k4qFZCYiNi+faFKSUGWzARcISEhWLFihVEiGrVajb59+yItLQ05OTkICwtDbGwsNm/ejLFjxxq916XXVw0AgiB+HpRKZJeWQjBTbyoUCqhUKnFOPKXS9PNclmlTSupi7f+xDMbvKyXMfKaaNnX59aPbAqzk5GSsXbsWGRkZqFq1Kh555BGMGzfO7NwUFWVkZKB79+4W1y9atAg9evTQ/71w4UIsW7bM7LYBAQE4dOiQ/U/A1Xx9gdq1xQcg/szKArp1A6w8d71bt0yDroqBmLnATFqm1YoXknl5xhnwLl4E/u//5D0HPz/ToMvc3+aWPfyw/Rfr7p4/KikJsGfOFHcpSwdtk72DyiXmAgylsnySaDmTdNpScXJOe/+3UjKQkBDj968UeDkyl5pOJ04WvWiR8YB+lQp45ZXKXfhZek2JXMzHxwf+/v64desWLly4YP8B7JxsWHLF4MZfaGiovJ2cPHVIjqPbOZBdbPP33+OmjCRVwcHB5ReyOp34/WLr5pI5deqYHaQf1revVwZYFwHsqVEDnYqKxCyMANK0WjjwzGWrA2AhxGQgsSifuHg6gLchBiQ5EDPLGa6XkoiMBYzKpwoJEYOIss+BEkDXOnUwS0aGza52lNvo3adQIKdWLVlJZnKmTgVmzACUSjEwWbFCn3DHlq+++gpdu5qWUsrGaUitVqNvUBDSunUz+/qh7PdFOp0YGJXd4Cl/SgY3GczVg2VZP/Xng4X/R3AwEseOhVrOtAeuyoZtwC0B1rx587By5Uo0btwYgwcPRk5ODrZs2YJdu3Zh48aNCA8Pt7r/0aNHAQBdu3ZFkyZNTNZXnD/k6NGjUCgUGDlypMnkhtL8H15PSocrN4tg1apAvXriw16CABQWGgddiYlAcrJ4cdi1q+1gTRCA4mLgwgXx4Qh/f/taQq5dE1tvatUCgoJce4G6cSMwaJD87Xv2BH74wXXlAcpbfkaOFLMR2gpOX3jBcrBh6YJfoxFbagwrfMOgRa0WM3s9+6zxlAJBQWKLrC116gDLlpWXSSrH33/Legn0pOdd8YJPSgNv74TVGo04l5m5C8js7MpNIm3rNSVysYCAANy6dQuXLl2yf2fDAMuO/R1qwXLy1CFhjm5nZ2u9BkBcYiLk1GZ5ht8xSiWQkAC89JKschoZMsRsHRgbGwuVSoXs7GyzLQeelFMhi6WrbplK14HLgoOhvnzZ7P9Q38oh3aRTKIy2UysU6CsISEtIQM599+lbb5SAUd0Zm5sL1aBByBYEs/9/BcTWHSkUVgHIBmRtK/UQChs7VlYdFFahRVOtVuPrr7/GoEGDLGbNlFqSKgZRtigvXLDZ8qoGkBQfj7FJScatXSoVEhMTLU/bYOZzq4bY+mgUFH/9NZSdOgErV1r+rJrrMeMqsjsfOujvv/8WIiMjhUGDBglFRUX65T/99JMQGRkpDB8+3OYxFixYIERGRgq//vqrrHN26NBB6Natm8Nl9ooxAJ07i/1HN2xw73klL7wgnv/9921vq9MJwtWrgpCRIQiHDwvCjh2C8M03grB6tTg+6J13BGHsWEF4/nlB6NNHEB59VBBathSEBg3KM1I541G9utgfv0UL8Rx9+gjCc8+JCULeeUcsy6pVgrBpk9j39vBhscxXrlhOEKLVmvQBtvkIDDQtl6PPqeKxpIfcLILW9pFYStTwxhu2xxiZ21fuw99fTNBhrRzOeFgap2Ep+19ysvPOXXHcG8dt2eQV379eylmvTYMGDQTAjrFQhrp3L3/fLlkie7dRo0YJEK8jheXLl8vbSRqDZem7zcExWJaSA1gcgyUI8r5jUTZGxMfH7PFlnXPYMPFYPj6V+64xKnqyPomH3HK545Fa4TmkVvJ4CoVCCAkJMRknFB4eLo4lspQlWXokJIjvJXN1kZxkCGXHT4b5rIj6cUkhIfrj2tzWTBkq9T4WBGHjxo0W97OY6MUWueMUU1MFrVYrpKamCuvXrxdSy/62yt7vARdlw/a6JBdvv/22EBkZKezevdtk3dChQ4WoqCjh/PnzVo/xyiuvCFFRUcL169dtnk96AcaMGeNwmb2igu/VS3xDfPaZe88r6dHDfecvKRGEvDxBOHlSEA4eFIQffxSEe++1/iENDxcTcAQEOO8ivGZN8bzR0WKA+/DDzju+o48aNQRhzBgxGLH1ZZ+cLK9SVqlMv4gceb1CQhzbV3rcd59x2StzLJlf7EbnMxdUfv2184K8OnWMA0gnD9i/U3nF96+XctZr07x5cwGA8OCDD9pfiKeeKn/Pzpwpe7ehQ4cK0oXcpk2b5J/PBVkEzV2Yyrq4lHETKBX2BwZA2eD+PXvKj9Whg/zvGhnfG+YSFHjqYZSEweBhK4GBtZTuhv8/qxfwcoMne6ffqPD9bjZ7nVIpJG/cWH7stWsFYeFCIXnsWEFVo4bxtigLxBISzJbBUtAsN0gy937QB6KOcPLNEDMFti9ocjRItsLrAqzu3bsLTZs2NWq9kixZskSIjIwUvvnmG6vH6NChg9C1a1dZ59u1a5cQGRnpWHakMl5RwavV4hvCjjuETvXgg+L5HZknxRlmzbJckVT8gBQVCcKFC+KcYfv3C8K2bYLw1VeCsHy5IMydKwiTJgnCiBGC8MwzYuD48MOCEBUlpqL383PtRb0rHs88U/4lZVgJ/PxzeXp/Ww/pTp0rWozkPurWLX8O7iiHlAbe2gWbs89pmLI9JUXePo5mezR8L6SkiI/bcG4ur/j+9VLOem1iY2MFAELDhg3tL8SgQeXv1ddfl73bk08+KUgXcuZuuFqVnCx+Xxh+TipxsZScnCyEhYUJhheXderUEb7++mvbO0ufs/h48SZKhc/vWtgfcAAQ1r/+uiD4+tr/HWNHkCkFHlOnTnWojE4JrhQKq/N6yWnRMRu82BMcuGLuQjMtOGaz11n4ftdqtUJqSoqwfupUIXXqVEGbkuJQ0GzP62B3S5Itrp5H1d6gycn/Z6/KIqjT6ZCRkYH69evDz8/PZH2DBg0AAKdOnbJ4jMuXL+PChQto3bo15syZg59//hnnz5/H3XffjSeffBKvvvqq0bGl8Vo3btzA8OHDceTIEdy6dQvNmjXD8OHDxQwlFhQXF6O4uBg3btxw9Ck7j9TP/ZaH5knPzRV/yh2M7Gxl7w0jTZoAf/xh2s/cz08cy1OnjmPnunXLeExZXh7w/POyBpF6xNGjYh/jffuA77+3a6C5ntR/25HB1M5y4QLw1lvAuXPuKUdYmDjGy1r2P2eTxoBNnAgsXSpvHzkD8SuOmbt0CRg3zvLrGBwsPu+333Z9Mg0m8PB6ISEhAOBYXeeEJBeyx2BJ1Grx+/iVV8QxFNu3V+p9pVarUVpaigEDBkAo+9xfvHgR48ePh1KptDwWBCjPcNapE/DII0aJjzQA4h0qERD20UeWV1ZM3iMJDxfHS8scuyklKIiNjcXq1astjstSKBSoX78+XnrpJcyfPx8FBQVG6wMDA9G/f398/vnnNs9ZJygIFw3G36lUKiS+/LLFRAQWExjAICsdDMbfBAcj7OuvEdupk/kECeaYy1JXWWa+t81mr7Pw/a5UKtGpa1dxzLtMlrL6yX0dzCWsqBS1WhzvbG6MsR3vU6vHtydTsCv+z3ZwaYBVUFAAQRAQFBRkdn316tUBANevX7d4jL/LBrsfPHgQly9fRpcuXXDz5k2kpaXh448/xt69e7Fq1Sp9kCUFWKtWrcKjjz4KtVqNzMxMbN++Ha+88gqmTZuGIUOGmD3X8uXLsXjxYoefr1PZm+TCmUpKygOsU6eABx5w/wWSuQArP9815ahaVfygSgMpd+zw3uAKAH7/HXjttcofZ86cyh+jsj74wPXnMBzUKif9uzNJFy8ffih/n9xcYMMG8f3Yvj2wZ49xZbJ5s2kFZsvly2JQ/dFHwIoVrkumwQQet4XaZdlq5WS5M+Fgkov8/Hz973YHWADw77/iz4CASl80aTQao+BKkp2djbi4OCQlJVkPsgDxRsK4ceXHhJg62t7bNAqFAiqFArHS1Cjm3HUXkJICnD8vZvatUweoX9/hIFOpVGLRokWIi4uzmNFt0aJFUKvVmDZtGnbs2IEdO3YAADp16qS/KP/555+RnZVl9jkrAKjCw/Hvv/9iz549xgEAYDURgRpA39q1kfbqq8g5cQJhSUmmWekUCjF4WbnSrqDEZZyckEUupwdJlWVvEGQvDwdN9nBpgFVYWAgAZluvDJcXlaXoNKegoAARERFo164dpk2bhipVquiPPWrUKOzZswcrVqzA6NGjAQBVqlRB/fr1MXPmTHTo0EF/nL/++gtDhgzB+++/j9jYWH3rmaHhw4dj2LBhyM/PR7du3Rx70s7iqRYsjQYYM6Z8Hqynn/bMBZK59P3nz4sBp2EFX1nS3fbs7PKK69gx5x3fm3kieHc3KYuolAbe3an97aVUGl20QakU36MSS3ey5crLcyyrImC7ZUqjEY9d8YLJ0UyO5DJSmnRrda9FDrZgSQGWn5+f/uaqXaSeLo7sa0Cn02Hs2LFmW24EQYBCoUB8fDz69u1rvSXA4GaNDmKLiyPBFQQBiYIAq5efWVniZ83CzWFHqNVqJCUlmc5fVCGjm1KpRNeuXc2m7NYHaYDZIC0xMRF+fn7mAwBpio8K2fqk72zl8uXoJH1fWLpx44xWEWexlWnSndnrPO02CoJcyceVB/f39wcAlJSUmF1fXFwMQEwZa0mPHj2wbds2JCQk6IMraZ93ypqYv/vuO/3yuXPnYvv27UbBFQA0a9YMzz//PLRaLbZs2WL2XH5+fggMDES1atVkPDsXkyoxd14ESxdI584ZL5cukDQa95XD0ofzk0/EFiYLKUbtPk9EBNC5szhh7bhx4s9ZcqYJdAC7SbmOSiWm0q9Rw3h5rVriPCB9+4p/u2Hui0qp+L6u+HdlgiuJIIiTINvzGTL8rAweLP6sV0/8zOzYIU7RYKvrpb3nJJeR0pBbqputcrAFS+oiGBISYjJ9iizZ2eJPaa5IB9kz2bBVBjdr0gBZ8zf5VHjeKpUKSb17Q1aI4IKbQ2q1GhkZGUhNTcX69euRmpqK06dP2269M9g/KSnJZD5TlUpluxVQ6k5W8WaqSmV6M0atBjIygNRUYP168efp094TXAHl80IC5Tf2JBVv9NF/gktbsAIDA+Hj42OxC6C03KG7WQAiIiJQo0YNZGZmytq+RYsWACB7e49ydxdBW2NTFArxAqlvX9d+QVi6Cy6ZOFH8WdlWNVvncYVx48T5qtx5zv8ChaL8vfDdd8AXX5Svk7rGrVwJLFggjkUKDvbuLqDukJkJfPyxOMZS6q514YJ9LVOXLokXDImJ4kWvtYttQbA+8TK5lXRBXFpaipKSEvvmh3SgBau0tFQ/3quOo2NlnTQu2OHJhisyuFkjN/RZHRSE8HHjyudRuv9+KO+/X97OLro5VNkuZpUaB2RPd7LboVXE1WOQ6Lbi0gDLz88PDRo0QHZ2ttkv8bNnzwIwnSjY0OnTp3H+/Hm0bNnSpGWptLQURUVF+pay4uJiHDt2DKWlpXjwwQdNjiX1N68qBS/ezN1dBG2NTXHHBZK1IK+iynQ7suc8ttSoIU54LMcTTwAxMZbHz/j4lHfNJPmqVAFGjRITOJw5Y36brCxgwAD3lsvbGXZFNGR480LuZ0VuS4a3d9H8j1CpVPrfr127pk96IYthgHX9uth6aWEYgMRwkmF/f3/odDr5CQkk0hguc+Nz7eDwZMMVGXQJC5NZl4RfuYJO77wjTs6elwfce6/tOv426FpWqSDtdgic7OHqMUh023BpF0EAeOihh1BSUoLffvvNZN3evXuhUCjQqlUri/vPnTsXL7zwAnbu3Gmy7siRIygqKkLLli0BiBmRBgwYgJdeesls14dff/0VQHlLlldzdxdBuRc+rrxAsicBQWW6HTkj0YFKBSQnA6tWyd8nJ8e4q8PatcDCheLP1FTgq69MuxaQeWU3VQCISVnOnxfHzv0XxpW5mmGXYGcnBfH2Lpr/EbUNutlt3boVOnu+Qw0/e4DY8mmFRqNBs2bN9H//+uuviIiIgMbeLudSJrtGjezbr4LY2FioVCqL3RQVCgXCw8OtZhwGYNQlLBaArRA1vGw7AMAzz4ifMbk3UNm17PYiBY2DBok/+b/7T3J5gNW/f38AwMKFC3HL4MskJSUF6enp6NKlC+rVq2dx/yeeeAIAsHjxYqNUofn5+Zg5cyYA4PnnnwcA1KpVC+3bt0dBQYFJNsA9e/YgKSkJ9erVQ48ePZzz5FxJamVzVwuWhzLgGLE3eDNsVXPlecxZvVoMltRqICFB3j7Sayd9+Q4ZIgaIQ4aIf0stcpUcY/Cf8O+/gHRjplYtz5blTmN480Ia91JZCoWYUtqL78L/V2g0GjzyyCP6v4cOHSo/4NFoxJZiQ23aWByfq9FoEBcXZ9LdTsrWJzvIunVLbCkDAK22UmP5pAx6AEyCLMPkDLK7uH31FTb7+MBWZ8lEGGTBk9tTwddXvPHGrmVEtx2XB1jR0dEYMmQIDh06hL59++KDDz7AhAkT8Prrr6N27dqYPHmyftv9+/fj448/RkpKin5Z79698fjjj+PkyZPo2bMnZs6cialTp+LJJ5/EX3/9hRdeeAFdunTRbz99+nSEhIRg2bJlGDJkCObOnYuRI0fipZdegr+/PxYuXHh7dRF01x15qbuDpRYUd1wgORq82RswOSNINLxr+/bb4mtniT2vnVotXtQ6Ok7BWzm7Za5Vq/LxHwbpn12uSpX/RiujdPPi4sXKH4sDvL2GFPCcq5DISFbAI43Fq/h5y801mwTJVrY+AIiPj7fdeqbRiF3pJDNmiAlXKpF0yVJyhrCwMHkp2g3ogoMx1kbAdBfEeZvsVlICjB/vvgRTROQ0Lg+wAGDatGmYNm0a/Pz8sGbNGqSnp6NXr1748ssvER4ert8uPT0dixcvNgqwFAoFFi1ahOnTp6N27dpISkrC/7N352FRlW8Dx7/D5ob7LgOiImmm5p4ZuWEq7kjuuWSluaFp2WZpZamvay655PLL3BFzT0MxMVNzSa3U3FBAxQVUQAWE8/4xnSPDzMCwb/fnurgczvqcYZwz9zzPc987d+7E2dmZ2bNnGwVoYEh8sWXLFnr37k1oaCg//PADp0+fpnPnzmzZsiXF4Yi5SnYnuUiaASe57PqAlFqQZ0laAyb1PBmR9Jzqc6fTZU72IAcHWLzY/PHyqsxO7HHnjuX5Vlnp6dOClaTk6tX0/Z9MqkwZSdGeC2Qo4LFmLl6y4dqZkq1PDepu3TJengmZbdUMejt27DBaVqZMmTQNmQw6cCDVDIKPgQPpaiXZn8VXCJE5FGHi3r17iru7u9HPvXv3srcRW7cqCihKs2bZe97NmxXF3t5wbvXH2dmwPLvOr9MZfpK2wdyPTmdo29On6T9Paucw92PpnJs3K4pen3nPnbnjOTikr83yIz/p/WnfPmP76/Vp+j+aK95/c6mMPDeBgYEKkOpPYGCguZ2t+1sn2Xft2rVWnW/t2rXmG/z0qen7X9KfjLz/J7F582ZFp9MZtUmv1yubrXzfHuvjY9V1lgFlc3r/D2XStQoh0i+t77/Z0oMl0iEn6mCB4VvmkiUNj6dNy/56E5ZqY5ijKNCzp2EOVlrH5KvnSc/8HUu9UZldqyP58ayd65XTkteiEnnbnj0Z2z801FArS+SoDKUnT0cSpAxn60tLZtt0UodMKopitDw0NJSePXvyxRdfWOzNSkhI4IsvvmCun59V54oAfIB09UNlwrUKIbKXBFi5VXYnuVA9ffpsbsvgwTmTAcdcYJF8SJ/Nfy/duXMNRU/TMiY/IcHwgS82FiZOTFvbpkxJOWDK7OxB6vEKFTLMPVAneqeFpWGLWSUtNXXyGptMeMtMobB6psqMtqoyOiewVy8Z4pTDMhTwpCMJUoaz9WVxZtuUhkyqPv/8c7MJQPz9/alatSqff/55ms87Fkh3ig4pcyBEniEBVm6VUz1Yd+4Yvi2zscnZbHZJA5XPPjOkM3d0fLY++aRia8ep+/sbgrHWraFfP/jwQ+vbpNebZtDKDhmt21WmjPFzl97jpKZsWUMAamXx0TxF/ZCYGXXKFi/O+LwmsByoqXP3xo/P2PGTymiyi4gImUeSwzIU8FgzP7ZsWaNEPkmz9Zk7F6SSrS+LM9umNkdMFRoaapQARO31CktHhk0FCAHS3Q8lZQ6EyDMkwMqtsjvJhUqdTFy+fO7J+OXvb/gGPEmafhNq0JBSXSx1wrSlm2rSICQp9QPrvHk585ykpRaRWpQyIOBZ719ERMrPXVolfw7KlDGcJzwcatbMvPPkJnq94bWVGZydnyWUSU+Q9fHHht7dU6fMr9frDcNfZ8ww1GorUyb9bc1s6albJzJFhtKTq4l8Uvpy5t492LrVaJGara9I0uLEGAodp5qtL4sz21o7ZFI1duxY4uLiUu31surcad1ByhwIkedIgJVbOTgY/o2KMgxny64PJeHhhn9TqE2WrdLSe5PSOHVrjlOqFHz+uekHUvUDa05lQUvrsJB586BtW0NQumxZ5vVYqYHmunXG88xu3zb0MtraZu43rOXLG/5m6rmTtyU7fPrps7l03bpl7FhJPyRZmmuYUgCv7v/FF4be3SpVjNd36WI678/b2/D36d07Y23PDDKPJMdZSk9evHhxJk+eTLeUXuPduhl6qSzR6cwG0N7e3jRr1gyAEiVKEBgYyNWrV1NPhW5raxi5YO79KxMy21o7ZBJAUQwZDxctWmRVr1eq507PTlLmQIg8RQKs3Mjf3/ABCgzzhNI6xygj1B6s3BJgpaX3RmUuILHmOKGhhuf99u3MS1SRGaz9IFC+vHEgmJ7nLiXlyhmO//rrlueZWZtqX6+H99+3nNpepzMMpZs719ALkzwQ0eth5sxMuKhUPP/8s2u05hv1smWtT9dvLinK+vXW7+/oaNzr2qWL+Xl/traG427alDvqq8k8khylpifv3r27tuzhw4cW5xtpgoJSHv6bQgAd+V/trIoVK9KqVSvrivj6+8O4cebXZcKXXqkNmTTn8uXL6T4fgA5wBtLUD5XTX/AJIdJFAqzcRh3GlvxDSHbVwlB7sCpWzNrzWCs9H8bMBSRpmTCd2YkqMsqaoKV8eUMwlfQmnNkfZOfMSf0mn7SemqX2TpliCCxmzDDfi5P8A4Wl7Iw9emTkaqxjrt4ZWA6Ali617pqSHjPpa83HJ237J/0iJCoq5Z5u9X0lMPDZcMecqLMm80hy3NatW/npp59MlqdYcDgDSScePHgAQNmUesCSSm0496xZGQ441CGTaRnuV6NGjXSfT/2fNhew+o6ivldKcCVEniMBVm6S0jA2a+YYZcb5//jD8DguLnfMlUjrh7EyZQztTt72ChWy5nzZIbUP9mpvjzqsVJXZ12JN6nywPPzN2dnQG6UOJ1S3tSa1ffJAZOtW0/kI5coZ/n9MmZLxwMHSnAdL15Y0AMpoun5r9/f3h+vXn/0+fnzqPd3q8zhnjvmewawk80hyBTV7njlqsGG24HAGkk5E/zcHtLw1PaipDedWE7hkwv3J29ubKVaWvyhfvjwjRoywqter7H8/SekBP8CqdwFz75VCiLwlW6pz5TE5VugyHcUcM425orZ6ffYVGLZELTaZ1qLASdu+ebOiODmlvk9uL+SY1kLG1jx35csryg8/GP61tF16i1w+fWp4ra5da/g3s55bS0Wi1QLVmzebf67SUtRTPU52X5u1rHkOrKFex48/Gl4DaXmeihTJ3Of0P1Jo2LLMeG7SXXA4tfeTFN4nihYtqgDKO++8Y00Ds/U+aG1B5LFjxyqKYr4wcdKfKaA8/e8nEJS1//371NJ1lCmjKJ9/rigBATn3fiKESFVa33/tsi2SE6nL4rofFqnDMZJ/Y6gOS8zJ8d9q742PT9r2Cw01FCF+/33DXJ3UhoHodLl/ErG3t2GieVCQ4TVQubKhN8BSm5M+dzqd8XOgfgO7eLHhuMWKpbxdep4btbckM6XWy6tOtFeTUgQFGV7Hd+4YhlE6OcHdu4a5HZaGH+n1huu1pt5ZTrD2OejWLfW/WdLrcHAwJEaxVtGi1mc5teY5Fdki3QWHU3o/UVl4n4iNjQUwSa5h4cRWtS+z7oPWJrtQE4CoiULeeOMNHj16ZLTNnJEjGbtwofZ7K0sHmzPHMAw/tfdwIUSeJQFWbpLFdT/MyswPa1nF2xs2bDAMD0vrsBBrgiuA77/PGx/+0vrBXh3S5utrHFAk/8Br7XY5LbXEHUkn2rdqZfm56tHjWaCqDh+9fTtvfOBJ63NgrbQkwOjd2/B/MjWffmrIaJnbn9MCJEMFhy29T5QrB0uWmH2fiI+P14Yburi4WHNiq9qXWfdBNdlFWFiYxflYyeuDeXt7s2LFCnbu3Gm03ZtffmkYvhwWZv6+o5bRGD1a/j8Ikc/JHKzcxJpkBnp95s5hSMuHtZxUvnz6xtxbE1wBVK2aO+acZQVr5/RkdO5Qdsisb7eTzulq29bwk1uSmqQmq77ht3b7MWOsT1mfNAujyBUyVHAYnr1PfPbZs2XffGPxfUJNcAHg6upqTQOztP5VcinVB1P17NmToKAgo3lpx48fN9muTr16+Pft+6ydydsNuX+khBAiU0iAlZtYk4Ht8WOTYo4ZklPDEtMqq8/v6Zl9qfBzgrWZEXNbBsXkcqKXN7fJqufA2u179JC/Qx6WNKBILtWCw88OAs2bP/s9hfTtSQOsKslrt1k6dmrZOjM5SLFUH0w1d+5cWrduraWx/9///ke4mnE3ibCwMHxmzsR/wgTrM4EKIfIlCbByG3UIRvJit6qIiMxN155XPihlx/mzKxW+SL9s/nY7V8qq5yAtx5W/Q56mBhT29vZGy/V6PX5+fqkXAQYoWfLZ4zt3LG6WNBCpYG02V/U+WK6c8fIsDFLU+mCBgYE0Txo8JhEaGkrPnj0ZNmyY2fXqEMOx69eTcPly7h4NIITIUhJg5UbdukGRIubXqUPeMitde175oGRtAduMyOznVmS+HPh2O9fJqucgLceVv0Oe5+3tTevWrbXfP/roI65evWpdcAVQosSzxykEWNeuXQMMvWMlkwZlqTcQvv322e8//JDlQYqtrS0eHh5amy1Rk3aYoygKISEhBB0+nLtHAwghspQEWLlRds6LsrU1ZDSyNCEXcscHJWuGT2aG3DLnTFhmTS2q/C6rnoO0HFf+DnleuSQ9RBUrVkx5WGByVvZghYSEAGBvb59q/SgTN248e+ztnS33oaCgIG4kPW86WZutUQiRP0kWwdwoO+dF+fsbUlabk9syyFnKYJUV5OaYu6U1ZX1+lFXPQVqOK3+HPK1MkqHoERERads5aQ/W7dsWNwsLCwOgcOHCaTs+GHqswFBCoFixtO+fDpkVGFmbrVEIkT9JgJUbZde8KEv1r1SzZuWe4EqV/APdsWOGIDCzyc0x98vJWlS5RVY9B2k5rvwd8qyyZctqj9McYDk6PnucQoB1+791xdITIF2/bvg3LUMLMyijgZFOp0Ov11vOwiiEKBBkiGBulB3zolKqf6WeY/z43DkXSf1AV6gQrF6ducfOLXPOhBAii2UowLKxeRZk3b1rcbM7/w0fLF68eJrbp40kSJ7sIgt5eHgYPS9pYXUWRiFEvicBVm6UHRPI80r9K0vU3rcU0gOnWW6acyaEEFksaSBxLz3vpeowwcePISbG7CZq4Fa6dOm0H18N3CpVSvu+6bR169b0PRekMQujECJfkwArt1LnGyW/sWTWBPK8Uv/KnNR639JLJucLIQqQDM3BAihV6tljC8ME1TpY6eoVUmto6fVp3zcdEhIS8PX1TdM+kydPZu3atQQGBqYtC6MQIl+TACs38/aGv/569vuePZmXpjav1L8yJ7Xet7QaO1bqlAghCpwMDREE47lRZgrvJiQkaMdNSEggIa1DztVeserV0962dAgKCiI0jfeWyZMnU6hQIVq1aiXDAoUQGgmwcrukN7AGDTJv6FpeqX9lTmb1qjk7w+bNhjT1UqdECFHAZGWA5e/vj6urK/fv3wdgz549uLq64m9tIXdFgbg4w2N397S3LR3Sm0HwnXfeSXvwKITI1yTAyu1sbZ+lp42Kytzj5tVCodb2qpUvb/x7uXLw+eewdq30WAkhCrykdbAiIyPTHiQkTdWeJMDy9/fHx8fHpDcoLCwMHx8f64KsqKhnw8Cffz5t7Uqn9GYQvHfvHlOnTs3k1ggh8jIJsPIC9Sb28GHmHjevFgq1tvctNNQQSKkB1a1bMHky9O0rPVZCiAKvePHiODg4aL+rvU1WMxNgqfOYFDNzZNVlY8eOTT2Yu3Tp2eObN7Mlo62Hhwd6vT7tBZGBb7/9VnqxhBAaCbDygqwKsMAQRF2+/Ox3f//c37Njbe+bg4MhkJKASgghTOh0OqNerDQPE0w6RPC/JBepzWNSFIWQkBCCUspQ6+8P7do9+93LC1xdDcuzkK2tLfP+u7ekNci6d+9eytckhChQJMDKC7IywEp+3C5d8kYgkld734QQIhcpn2QodZoDLDM9WNbOY7K4nVqCI3lbwsIMy7M4yPL29sbPzw+n5PcWK6R3DpcQIv+RACsvUG9imTkHKym11kjp0mBnlzXnyAre3hAcbDwMMLf3vgkhRC6StAfL39+fAwcOWD/UzUySC2vnMZndLqUSHOqysWOzfLigt7c3wcHBBAYGsnbtWgYPHmzVfumdwyWEyH8kwMoLihc3/JtVPVhqgJXkRptn2NrKMEAhhEinJ0+eaI9nzJhB69atrc/2Z6YHK7V5TDqdDmdnZzzMZahNrQSHokBIiGG7LGZra0urVq3o27cv33//fYp1vFK8JiFEgSQBVl6Q1UME83KAJYQQIl38/f357bffTJZbne3PzByspPOYklODrrlz55qvGWXtELtsHopna2vL0qVLzQaNqV6TEKJAkgArL8iuACuFb+iEEELkH2q2P3OszvanlhABiIyEx4+BZ/OYChcubLS5Xq/Hz88Pb0vDuK0dYpcDQ/HUa9Lr9UbLU70mIUSBJAFWXiA9WEIIITJRhrP9+fvDwIHGy6pX15JQeHt7U6dOHQCqVq1KYGAgV69eTTkQUUtwWKKW4MihoXjJ52ZZdU1CiAIpD2U0KMCyK8mFBFhCCFEgZCjbn5rpL3kyilu3DMv/y+SqZiWsVasWrVq1Sv1kW7dqvWAmkpbgyMGheOrcLCGESIn0YOUFkuRCCCFEJkp3tr+UMv2p/sv0pxYuTj6sziw1aLt3z/z6MmWkBIcQIs+QACsvkCGCQgghMpGa7c8Si5nx0pDp79GjRwC4urqm3BhrgrYiRaBbt5SPI4QQuYQEWHmBBFhCCJFp9u3bR58+fWjUqBFNmzbl3Xff5fz582k6RmhoKB988AEtW7akfv36dOvWjY0bN5rdduPGjTz33HMWf9Jc4DcTpDvbn5VDC5UbN4iLiwPAzc0t5Y1TC9rAsD4b0rMLIURmkDlYeUFWzsFKSDB82whw/brhd0k1K4TIp9atW8fkyZNxcnKiV69ePHjwgJ07d3L48GFWr15NvXr1Uj1GaGgoffr04f79+3h5eVGuXDkCAgKYNGkSV65c4cMPPzTa/ty5cwAMHDiQEklrR/2nSJEimXNxaeTt7c2GDRvo3bu30XK9Xs/cuXPNJ2+wcmjhw7/+0rIR1qpVK+WNc2l6diGESC8JsPKCrOrB8vc3DMu4ccPw+5gxMGMGzJsn49yFEPnOnTt3+Oabb3B1dcXPz4/i/81v7d27N/379+fTTz9l69atFovkqr7++mvu3LnD0qVLadmyJQBjxoxh0KBBrFq1is6dO/PCCy9o2587d45ChQoxceJE7Oxy1223V69evPPOOzx48ACALVu20KVLF8s1ndRMf2FhKQ7pC/7mG+1x9erVU25ELk7PLoQQ6SFDBPOCrEhyoU4oTj4sIyzMsDy1ApNCCJHH+Pn5ERsby1tvvaUFVwD169enS5cuXLhwgVOnTqV4jJs3b7J//34aNmyoBVcAhQsXZvz48SiKwoYNG7TliqJw4cIF3Nzccl1wpSqXZHh4zZo1Uy6Ya2tr+BIuheAqAdic5PeiRYum3AA1aLMU2OZwenYhhEgrCbDygqRDBBMTM368lCYUq8v+ywIlhBD5xfHjxwF46aWXTNapy44cOZLiMU6ePImiKDRv3txkXcOGDSlUqJDRMa5du8ajR49SHyaXg8qXL689vn37duo7eHvDlClmV/kDrsCXSZZVq1YN/5S+tFODNnNySXp2IYRICwmw8gI1wFIUiInJ+PHSkAVKCCHyiytXrmBnZ0eVKlVM1rm4uGjbpOTy5ctG2ydlZ2dH5cqVCQ0N1RI8qPOvbGxsGDduHB4eHtSvX5+ePXuyffv2DF1PZknag2VVgAVQs6bJIn/AB0h+dwkLC8PHxyflIMvb25CGvVAh4+V6vaRnF0LkORJg5QX29mDz359qz56M9yzJhGIhRAH08OFDHB0dzQ6BU5NPRKWSTOjhf0O1S5YsaXZ9iRIlSExMJDo6GngWYG3atIm7d+/StWtXPD09uXLlChMmTGDGjBmptjsuLo7o6GhiMuMLNjOSBlh37tyxbqdk86ESAF/A3MBBNdnF2LFjSUjp/uXtbZzNdtUquHpVgishRJ6TOweEi2fURBTq0MDXXzd8o5eRRBQyoVgIkU906NCBq1evprrdhQsXePTokVEwkZSDgwMAsbGxKR5Hre2kbm/pOGoPlqIoODk5MWrUKKOsfCEhIfTt25fly5fTunVrmjRpYvGcS5YsYcGCBSm2KyPSPEQQTJJdBGHac5WUoiiEhIQQFBREq1atTDdISIC9ew3HU3l7y7BAIUSeJD1YuVlWJaKQCcVCiHzC2dmZatWqpfoDUKhQIeLj480eRw2IUkvIUOi/IWzWHmf8+PHs37/fJOW5s7MzY8aMAWDbtm0pnnPYsGGcOHGCgICAFLdLrwoVKmiPrQ6wks6b0umwdrzDTXMjI/z9wdUVvLyeLdPp4JdfrDyqEELkLtKDlVullohCpzMkoujWLe3f8Nnawpw5ht6w5GRCsRAiD1m2bJnV25YsWZJ79+6hKIpJKnZ16F/S7IKWjpF0++QePnyITqfD0dEx1faoNbdC1FqEFjg4OODg4KAFb5ktXQEWPJs3NWoUla0cUl45+cgI9YvE5Pc6RTEsl/lXQog8SHqwcqusTETh7w/jxplfJxOKhRD5VI0aNYiPjzfbi3L9+nVtm9SOkXT7pJ4+fcrNmzepVq0aNjY2JCYm8tdff3H06FGzx1KHGxYuXDhN15HZKlasqD1OU4AFhnvF+fN4AHrAUgUxnU6Hs7MzHklHRqT0RaJKMtoKIfIgCbByq6xKRGFp2KFq1iwJroQQ+ZI6z8lcKvbff/8dgEaNGqV6DJ1OZzZoOnHiBLGxsdoxdDodgwcPZtCgQWaTR6hp4+vWrZu2C8lkSQOsy5cvc+DAgZSTUSRXvDi2Oh0WEq1rvYVz5841TjAiGW2FEPmUBFi5lbUJJi5etP6YqX1bqNPB+PHybaEQIl/q2rUrDg4OfPfdd0RGRmrLz5w5w44dO6hdu3aqAValSpVo0aIFx44dM5oT9eTJE2bPng1Av379AENg0bFjRxRFYcaMGSQmqWN4/vx5lixZQtGiRfHx8cnMy0wzNdADuHXrFq1bt8bV1TXltOpJ6XRQtCjegN+LL5okEtHr9fj5+ZnMQ5OMtkKI/ErmYOVWyTI0WTR5MrzwgnW9Tmn5ttBclichhMjDnJycGDt2LDNmzKBr1654eXkRHR3Njh07sLe354svvjDa/ty5cwQEBODk5GQUHHz66af06dOHMWPG0LFjRypWrMi+ffsIDg5m6NChPP/889q248aN49ixY2zbto2LFy/y0ksvER4eTkBAAImJicyZM8eoBym7+fv78/bbb5ssV2tXmQ2MzCleHGJi8FYULr3/PhMnTsTGxoZ9+/bh4eFhNjW+ZLQVQuRX0oOVW6kZmlIKrlTWjlGXbwuFEAXc0KFDmTVrFhUqVGDdunUEBgby8ssvs27dOi3phOrcuXMsWLCALVu2GC2vVq0aGzZs4LXXXuPQoUOsXbuWIkWK8NVXX/H+++8bbVumTBk2bdrEm2++SXR0ND/++COHDx/m1VdfZf369bz22mtZfs2WJCQk4Ovra3ad1bWrVKVLG44ZHs7+/fsBKFKkiOXgCiSjrRAi35IerNzM2xumTIHPP7e8TVp6neTbQiGEoHPnznTu3DnV7by9vS323ri6ujJ37lyrzleiRAkmTpzIxIkT09LMLBcUFERoCqMaUq1dlVTZsvgDvrduEXrrFgAxMTG4uroyb94888+j+kViSkMkJaOtECIPkh6s3K5mTeu2s6bXSb4tFEII8R+zNanSuZ3/06f4YFpsWB1qaHE+l7c3bNwIRYoYL5eMtkKIPEwCrNwuM3udkhaGTE7qXwkhRIFiUpPKgoupJFNKSEjA9+xZzA1oT3WooVo25PHjZ8tsbWH2bAmuhBB5lgRYuV1m9zqphSGTF9OUbwuFEKJA8fDwQK/XmxRdTm7y5MkpZhQMCgoiNCbG4vqkQw2NWCobkpAAvXsb1gshRB6UbQHW5s2b6dGjBw0aNKB58+ZMmDCBsLAwq/YNDg7mueees/jz888/Z+r5cpWkvU7Jb4Lp7XXy9oa2bQ2PBw6EwEC4elWCKyGEKEBsbW2ZN2+e1suUkpSSXaRrqKEUGRZC5GPZkuRi5syZLFu2DDc3N/r168fNmzfZtWsXhw4dYtOmTTg7O6e4/7lz5wBo27YttWvXNlnv5uaWqefLddReJ19f42/69HpDcJXWwCghAf780/C4Th1D75cMCxRCiALH29ubKVOm8HkKyZRSS3Zh7VBDo+2kbIgQIh/L8gDr3LlzLFu2jEaNGrFq1SocHBwA8PLyYuTIkUydOpXFixeneIzz588D8Oabb9K4ceMsP1+u5O0N3bpBrVpw6RJMn24oCpzWwMjf3zhQmzgR5s839JJJD5YQQhQ4Na1MpmSpp8rDwwN92bKE3btndh6WTqdDr9fjkXQou5QNEULkY1k+RHDNmjUAjBo1Sgt2ADw9PWnatCkHDhwgPDw8xWOcO3cOnU5HrVq1suV8uZatrWG+FYCLS/qCK3Pj3cPCDMtlvLsQQhQ46eqBSsLW1pZ5I0eaXafO75o7d65xPSwpGyKEyMeyPMA6fvw4dnZ2ZnuemjdvjqIoHDlyJMVjnDt3Dr1ej6OjY7acL1crVcrw7/37adsvpfHu6jIZ7y6EEAWOh4cHlSpVsrhep9Ph7Oxs3AOVjHeXLvgBhZIt1+v1+Pn5mdbBkrIhQoh8LEsDrISEBIKDg6lUqZJRb5LKxcUFgCtXrlg8RkREBLdv36ZChQpMmzaNdu3aUbduXdq3b8+CBQuIi4vL1PPleiVLGv5Na4CVlvHuQgghCgxbW1tmzpxpdp3FHqjkSpXCG1BnOJcoXpzAwECuXr2acpHhlEjZECFEHpWlAVZ0dDSKolBSDQqSKf5fqvCoqCiLx/jnn38AOHHiBAcOHKBNmzb06NGDuLg45s+fz5AhQ7QgK6Pni4uLIzo6mpgU0s3muPT2YMl4dyGEEBb079+fQoWS9z+l0AOVXIkSAKh3kKpVqtCqVauUgzI1gVPyL0SdnaVsiBAiT8vSJBePHj0CMNublHR5bGysxWNER0fj6urKSy+9xKRJk7Czs9OOPXLkSA4fPszSpUsZNWpUhs+3ZMkSFixYYMWV5SA1wHrwIG37yXh3IYQQKXBycuLKlSsUK1aMmJgYli9fzqBBg1IOkkBLnhQFqF9Pul69alieWpDk7Q0VKxpGUAC0bAn79knPlRAiT8vSHiz127D4+Hiz69Wep6JFi1o8RocOHdizZw9TpkzRgit1HzWt7Pbt2zPlfMOGDePEiRMEBARYbE+OS28Plox3F0IIkYIqVaoAUOK/3qgaNWpYF1z9lzzpWpLFrnFx1iVPUhRImnjq5ZcluBJC5HlZGmA5OjpiY2NjcUieulwdupdWrq6ulChRgpD/vvnK6PkcHBxwdHSkWLFi6WpPtkhvgJXSePf0FiwWQgiRb6gBlvplZURERMo7JEmelADsSHos9UFqyZMiIiDJXGqsTBkvhBC5WZYGWA4ODri4uHDjxg2zvUrXr18HTAsFJ3X16lV+//13s/OiEhMTiY2N1W4GmXG+XC+9ARYY6mj17m26XK+X8e5CCFHAqQGWjY3ho0GqAdZ/yZP8AVfgoySr/g/wtyZ5kjrv979zkpfvz0II8Z8sT9PepEkT4uPjOXnypMm633//HZ1OR8OGDS3uP336dAYPHsyvv/5qsu7MmTPExsZSr169TDtfrpfeLIL+/uDqCuvXP1tWpgxMmQJXr0pwJYQQBZwaYCn/le5INcC6eRN/wAdInqM24r/l/gBbt6Z4DAASEw3/SoAlhMgHsjzA6tmzJwBz5szhyZMn2vKAgACOHTtGmzZtUqy/0alTJwAWLFhAdHS0tjwyMpIvvvgCgEGDBmXa+XK99PRgWSowHBkJkyenfPMTQghRIKgBljoCJLUAK6FCBXwBM9UVNWOBhLlzLc/FSpq5tlgxyMv3ZyGE+E+WZhEEaNCgAf3792fNmjV069aNtm3bEh4ezu7duylXrhwfffRsUMHRo0c5duwYtWvXxtPTE4DOnTuzd+9e9u7dS8eOHWnXrh1xcXEcOHCAO3fuMHjwYNq0aZOu8+VJac0imFqBYZ3OMEa+WzeZfyWEEAWYGmCpX06mFmAFYdpzlZQChPy3XStz95mEBDh06Nnvbm6WEzEJIUQekuU9WACTJk1i0qRJODg4sHr1ao4dO4aXlxfr16/H2dlZ2+7YsWMsWLDAKIufTqdj3rx5fPbZZ5QrVw4/Pz927tyJs7Mzs2fPNhswWXu+PEkNsB4/hhTS22ukwLAQQggrqAGWOlokMjIyxe1v3r5t1XFvgul9Rh22vmzZs2X//pt61kEhhMgDsrwHCwxB0oABAxgwYECK240ePZrRo0ebLLexsaF///70798/U8+XJ5UoYfiGT1EMvVgVKqS8vRQYFkIIYYW09mBVtrJuorZVWJjhX3XYevKRFY8fG5ZL0iUhRB6XLT1YIhPZ2ICaZt6aeVhSYFgIIYQVihcvjqOjo/Z7agGWh4cHer0eS4P6dIAzoFVXHDcONm2Cd94xP2xdlVpqdyGEyOUkwMqL0pLoQgoMCyGEsJLaiwWpB1i2trbMmzfP7P1FXTIX0GZd3b0LvXrBvXuWDyrD1oUQ+YAEWHmRmqp9yxY4cCDlb/qkwLAQQggrpSXAAvD29mbjxo0Usrc3Wq4H/ACjgX4p9VolJ8PWhRB5mARYeY2/P1y4YHg8bRq0bm2YKJzSxGBvb8OY9hIljJdLgWEhhBBJJA2woqKitJTtlvj7+zNu3Dhik2znCMwiWXCVVjJsXQiRh0mAlZeoE4Pj4oyXh4UZlqcWZPXta3jcowcEBkqBYSGEEEaSBlgAO3bsIMHCKAl/f398fHwITZapNhrozX9FhtOjbFkZti6EyNMkwMorUqtnBalPDFZT6np6QqtWMixQCCGEkbt37xr97u3tjaurK/7JvsBLSEjA19cXJYVhf2OBdKWqGDNG7k9CiDxNAqy8IjPqWd26Zfi3UqXMbZsQQog8z9/fn1WrVpksDwsLw8fHxyjICgoKMum5SippkeE0KVsWPvkkrXsJIUSuIgFWXpEZ9awkwBJCCGGG2iNljtpLNXbsWG244E0r70lpTlWxdKn0Xgkh8jwJsPKKjNazUhQJsIQQQpiVao+UohASEkLQf6Mk0lxkGAyB06ZNsHkz2NkZb6jXG5bLvGAhRD5gl/omIldQ61mlNEwQDHVGzImKgsePDY8rVszctgkhhMjTrO6R+m87tchwWFiY2XlYOgyp2o1SVaxbZ0jIBIb7UFiY4XH9+nDihPRcCSHyDenByitsbWH27NS3e+8984ku1N6r4sWhWLHMbZsQQog8zeoeqf+204oMm2G2yHCnTvD66882evDg2eNOnSS4EkLkKxJg5SXly6e+jblEFwkJsHu34XGJEilnGhRCCFHgqD1SOrUAfTI6nQ5nZ2c8kqRP9/b2xs/PDxsb448Ser0evylT8K5e/dnCMmWePY6Ph+joZ7+3aJEp1yCEELmFBFh5ibWJLtRhF2CojeXqakjhrq5LrTCxEEKIAiXFHqn/gq65c+dim6ynqWvXrkZDBKdPn87V4GC8P/sMXnvt2YaRkc8eJ+29AmjePGONF0KIXEYCrLzE2kQX48YZAii1MHHyeVvWFCYWQghRoKg9UiVKlDBaXqVKFfz8/PA2k4Di1q1bRgFW165dnwVhTZo82zAi4tnj+/efPX7hBShdOjOaL4QQuYYkuchL1EQXYWHmCw6r7t6Fnj3B0dFyYWKdztCr1a2bjH0XQggBGIKsqKgoBg8ejK2tLQkJCWzevJlmzZqZ3T4s6YgJoGrVqs9+SRpg3bv37HHS3iwZHiiEyIekBysvsbUFC0M4jKhBVdIx7ua2Sa0wsRBCiAKnWrVqANjb2wPw448/cuDAAa0GVlJJA6xKlSpRpEiRZyvr1IFy5QyPw8OfLU8aYHkY5RkUQoh8QQKsvMbbG/z8nt20MsraeV1CCCEKBFdXVwCePHkCwIIFC2jdujWurq74JxtanjTAUgMzjY0NdOliePzw4bMv/06cMF0vhBD5iARYeZG3N/TvnznHsnZelxBCiALh6NGjZpeHhYXh4+OjBVkJCQkcPnxYW280PFDVr5/h38RE2L7dUAtrwwbDssqVDZlthRAin5E5WHlRQgKsWZPx45QtK8MzhBBCaBISEnjvvffMrlMUBZ1Ox9ixY0lMTGTcuHGEJkmitHPnTvz9/Y2TYbRu/exxt27GB0yaul0IIfIR6cHKi4KCDIksMmrMGElwIYQQQhMUFGQUNCWnKAohISG8/vrrJttFRUUZ9XABsHWr5ZOdPSvZbIUQ+ZIEWHlRZsybKlsWPvkk48cRQgiRb9zMhPvL2LFjDQkxEhLA1ze1jQ3bCSFEPiIBVl6UGfOmli6V3ishhBBGKmfw/qL2cAUFBRlGW6TQGwZINlshRL4kAVZepNbD0uksb+PsDJs2GWphJV++ebMhUYYQQgiRhIeHB3q9PsPHuXnzpvWjLSSbrRAin5EAKy9KWg/LXJCl08HcueDj82xScd++EBgIV69KcCWEEMIsW1tb5lmot6hL6Uu9ZCpXrmz9aAvJZiuEyGckwMqr1HpYTk7Gy21tDcvVIOrhQ8O/rVoZfmRYoBBCiBR4e3vj5+dnElDp9Xo2btyIXq+3GGzpdDqcnZ3x8PAwjLYoWzblk+n1ks1WCJHvSICVl3l7Q3CwoWdq1izDsmLFjHuoHjww/FuqVHa3TgghRB7Vs2dPGjVqpP3u5eXF1atXef3111Pt4Zo7dy62traGDIL37qV8osePU840KIQQeZAEWHmdra2hZ2rAAMPvDx8aZ2S6f9/wrwRYQggh0qB27dra48TEREPQxLMeLgcHB6Pt9Xo9fn5+hjpY1mQQBIiIMAxnl3TtQoh8RAKs/CJpAKX2WsGzAKtkyexsjRBCiDwuaYAVFhamPU5ISKB06dJGwwS3bt3K1atXnxUZtiaDIICiGP6VdO1CiHxEAqz8wsEBihY1PFaDKpAhgkIIIdLl+eef1x6rRYX9/f1xdXWlTZs2xMbGAmBjY8PTp0+1Hi4gbZkBFUXStQsh8hUJsPKT0qUN/0ZGGv5NTHyW5EICLCGEEGmQNMCKjIxk7dq1+Pj4aMGWKjExER8fH/yTDvNLT2ZASdcuhMgnJMDKT5IHWA8fPht+IUMEhRBCpEGNGjUomyQL4IgRI1DUe4oZY8eOJUEd5mdNvcbkJF27ECKfkAArP1F7qdQhgurwwEKFoHDhnGiREEKIPMrGxoYaNWpovz9IOr83GUVRCAkJIUgd5pe0XmNqdDpwdpZ07UKIfEMCrPxE7cG6dw8OHIB16wy/S++VEEJo9u3bR58+fWjUqBFNmzbl3Xff5fz58+k+3vnz53nhhRfYtGlTtp0zO/j7+3Ps2LE07XMz6TA/tV6jXm95B7WHa+5cqdMohMg3JMDKT9QAa+JEaN0aPvrI8HtEhKTAFUIIYN26dYwYMYLbt2/Tq1cvPD09OXz4ML179+bMmTNpPt6tW7cYNWoU8fHx2XbO7JCQkICvNWnWk6mcfJhf0nqNY8dC+fLG6/V6QxCWtH6jEELkcXY53QCRie7eNfybfBjH06eGOiNyExNCFGB37tzhm2++wdXVFT8/P4oXLw5A79696d+/P59++ilbt241Sj+ekuPHj/Pee+8RHh6ebefMLkFBQSbJLFJTvnx5PMwN81PrNbZqBTNnGrIF3rxpmHPl4SE9V0KIfEd6sPKLhAQ4dCjlbaTOiBCiAPPz8yM2Npa33npLC3QA6tevT5cuXbhw4QKnTp1K9TjR0dF8+OGHvPHGG0RFRdG4ceMsP2d2u5mOjH79+/c3TtVujhps9e1r+FeCKyFEPiQBVn4RFPQsJbs5UmdECFHAHT9+HICXXnrJZJ267MiRI6keJyQkhC1btuDh4cG2bdvMHi+zz5ndTIb6WaFbt25Z0BIhhMh7ZIhgfmHtt41SZ0QIUUBduXIFOzs7qlSpYrLOxcVF2yY1FSpUYMOGDbz44ovZds7s5uHhgV6vJywsLMXU7CpnZ2fzwwOFEKIAkh6s/OLiReu2kzojQogC6uHDhzg6OpodxlaiRAkAoqKiUj1O2bJlrQquMuuccXFxREdHExMTY9U5M4OtrS3z/kuzntL8MJ1Oh06nY+7cuakPDxRCiAJCerDyA39/+Pzz1LeTOiNCiHymQ4cOXL16NdXtLly4wKNHjyhXrpzZ9Q4ODgDExsZmavsy45xLlixhwYIFmdoua3h7e+Pn54evr6/FhBd6vZ65c+fiLQmUhBBCIwFWXpeQANam0u3TRyYUCyHyFWdnZ6u3LVSokMV06nFxcQAULVo0U9qVmeccNmwYQ4YMITIyEk9Pz0xtX2q8vb1JTExk8ODBRj1oZcqUwdfXl08++UR6roQQIhkJsPK6oCCwNpXuzJnw0kuSql0IkW8sW7bM6m1LlizJvXv3UBTFZNjbw/+SBCXN9JcZMuOcDg4OODg4aAFZdvL396dXr14m87AiIyOZPHkyL7zwgvReCSFEMjIHK69La9IKSdUuhCigatSoQXx8vNkU5NevX9e2yevnzCxqsWFzSS7UZWPHjiVB7ilCCGFEAqy8Li1JKyRVuxCiAGvSpAlgPi3677//DkCjRo3y/DkzS2rFhhVFISQkhCC5pwghhBEJsPI6Dw/Q6yGFLE8mJFW7EKIA6tq1Kw4ODnz33XdERkZqy8+cOcOOHTuoXbt2pgc7OXHOzGJtseH0FCUWQoj8TOZg5XW2tjBvHvj4WL+PpGoXQhRATk5OjB07lhkzZtC1a1e8vLyIjo5mx44d2Nvb88UXXxhtf+7cOQICAnByckr3PKO0njM3sbbYcHqKEgshRH4mPVj5gbc3+PmBk1PK2+l0kqpdCFGgDR06lFmzZlGhQgXWrVtHYGAgL7/8MuvWraNevXpG2547d44FCxawZcuWbDtnbqIWG7ZUB0un00mBYSGEMEOnWFOivYCJiIigefPmRst+//13ypQpk0MtslJCAkydar4mlnqD9POTLIJCiFwrz77/ZoOceG78/f3x+W+ERNKPC2rQ5efnJ1kEhRD5Xlrff6UHKz+xtYXPPoPNmw3zspLS6yW4EkIIkSZqsWGnZCMk9Hq9BFdCCGGBzMHKj7y9oVs3Q7bAmzcNc648PKTIsBBCiDTz9vamW7duBAUFcfPmTSpXroyHh4cUGBZCCAskwMqvbG2hVaucboUQQoh8wNbWllZyTxFCCKvIEEEhhBBCCCGEyCQSYAkhhBBCCCFEJpEASwghhBBCCCEyiQRYQgghhBBCCJFJJMASQgghhBBCiEwiAZYQQgghhBBCZBJJ025GYmKiybLIyMgcaIkQQhQs5t5rzb0nF0RybxJCiJyR1nuTBFhmPHjwwGSZl5dXDrRECCHEgwcPKFeuXE43I8fJvUkIIXKPlO5NMkRQCCGEEEIIITKJBFhCCCGEEEIIkUkkwBJCCCGEEEKITKJTFEXJ6UbkNk+fPuXatWtGy0qWLImNjXXxaExMDJ6engQEBFCsWLGsaKLI5eQ1IOQ1kD6JiYkmc42qVq2KnZ1MGZZ7k8goeQ0IeQ2kT1rvTXLHMsPOzo4aNWqke38HBwcASpcujaOjY2Y1S+Qh8hoQ8hpIP0loYZ7cm0RGyWtAyGsg/dJyb5IhgkIIIYQQQgiRSSTAygIODg6MGjVK+5ZAFDzyGhDyGhC5jbwmhbwGhLwGsofMwRJCCCGEEEKITCI9WEIIIYQQQgiRSSTAEkIIIYQQQohMIgGWEEIIIYQQQmQSCbAy2ebNm+nRowcNGjSgefPmTJgwgbCwsJxulkinmJgYZs+eTYcOHahbty4NGzZkwIABBAQEmGwbERHBl19+SZs2bahXrx4dOnRg2bJlPH361Oyxjx8/zpAhQ2jWrBkNGzZk0KBBHDt2LKsvSWTQkSNHqFWrFhMmTDBZJ68BkVvJvSl/kXuTSEruS7mPJLnIRDNnzmTZsmW4ubnRqlUrbt68yc8//0yJEiXYtGkTzs7OOd1EkQbR0dH069ePCxcuUKdOHZo0aUJUVBR79+4lKiqK9957j2HDhgHw4MED+vbty5UrV3jttddwcXHht99+459//qF9+/Z8++23RscODAxk1KhRlChRgk6dOpGQkMCOHTuIjo5m/vz5eHp65sQli1RER0fTtWtXwsLC6NKlCzNnztTWyWtA5FZyb8pf5N4kkpL7Ui6liEzxzz//KO7u7krfvn2V2NhYbfkvv/yiuLu7K8OGDcvB1on0mDNnjuLu7q589tlnSmJiorb81q1bSosWLZTatWsrwcHBiqIoyldffaW4u7sra9as0bZ7+vSpMmrUKMXd3V3Zs2ePtvzJkydKixYtlKZNmyo3btzQll+7dk1p2rSp0qJFC+XRo0fZcIUirT788EPF3d1dcXd3V8aPH2+0Tl4DIjeSe1P+I/cmkZTcl3InGSKYSdasWQNgUlvA09OTpk2bcuDAAcLDw3OqeSIddu/ejU6nY/z48eh0Om15xYoV6du3LwkJCfz666/ExcWxadMmKleuTJ8+fbTtbG1tmThxIgDr16/Xlu/Zs4c7d+7Qp08fKleurC13cXHhjTfe4M6dO2aHeYictX//fvz9/WnTpo3JOnkNiNxK7k35j9ybhEruS7mXBFiZ5Pjx49jZ2dG4cWOTdc2bN0dRFI4cOZIDLRPpNXDgQMaOHUuJEiVM1qkfVGJiYvjnn394/PgxzZo1w8bG+L+UXq/HxcWFP/74g4SEBMDwWgHD6yK5l156CUBeK7lMREQEkyZNonHjxgwcONBkvbwGRG4l96b8R+5NAuS+lNtJgJUJEhISCA4OplKlSmYrY7u4uABw5cqV7G6ayID+/fszfPhwk+WKovDLL78A8Nxzz3H58mUAi/MYXFxciIuLIzQ0FHj2OlBfF8m3TbqNyB0mT57Mo0eP+Oabb0xuVIC8BkSuJPem/EnuTQLkvpTbSYCVCaKjo1EUhZIlS5pdX7x4cQCioqKys1kii6xdu5bTp0/j7OyMh4eH9nctVaqU2e3Vv//Dhw+N/jX3elG/kZTXSu6xbds29uzZw4QJE8zeeAB5DYhcSe5NBYvcmwoOuS/lfhJgZYJHjx4BmP2GMOny2NjYbGuTyBq7du1i6tSp2NnZMW3aNOzt7YmJiQGs//un9HqR10ruEh4ezldffUWzZs3o16+fxe3kNSByI7k3FRxybyo45L6UN9jldAPyg0KFCgEQHx9vdn1cXBwARYsWzbY2icy3du1avvzyS3Q6HdOnT9fmNFj79y9WrJjJ9vb29ma3lddK7vDxxx/z9OlTvv76a6PJ5MnJa0DkRnJvKhjy273pww8/ZMuWLSYpx/OSWbNmsXTpUlauXMnLL79scbvjx4+zcuVKTp48SUxMDE5OTrRq1YrBgwdTsWJFs/uMGDGCBw8ecPToUWrVqmW0bvv27Wzfvp22bdvSsGFDwPjvf+LECZYtW8apU6e0His/Pz/c3d1N/v7z589nwYIFRse/fv06zz33nNl27du3D71er/39rHXhwgWrt81LJMDKBI6OjtjY2FjsOlWXq92xIm9JTExkxowZrFy5kkKFCjFr1izatWunrVe709U3q+TUv7+jo6PR9lFRUSY3K/UY8lrJeevWrePQoUN88cUX6PX6FLeV14DIjeTelL/JvSl3CgwMZMWKFalut3TpUmbPno2iKBQtWpSaNWty69YtVqxYgZ+fHwsWLKBZs2ZG+6xbt46//voLgPLly2vzq6Kiorh48SKlS5emWrVquLm5mfz9d+3axfjx40lMTKRixYoUKVKEmJgYtmzZwtGjRylbtqx2rKJFi1K5cmWjIO3s2bM4Ojri7u6utef8+fM8evSIUqVKaedzdXXV9rPk7NmzxMfHWxzemB9IgJUJHBwccHFxISwszOw3P9evXwfAzc0tJ5onMiAuLo7x48ezd+9eSpUqxcKFC02ycdWoUQN49ndO7vr16xQtWpQqVapo2584cYLr16+bfEOlHkM9psg5u3btAuCzzz7js88+M1mvflPYo0cPevXqBchrQOQucm/Kv+TelDvt2rWLiRMn8vTp0xS3279/P7NmzQKgV69efPTRRxQtWpTExERWrlzJjBkzeOedd9ixY4dRkgr1vgRw584d7ty5Y3TcyMhIIiMjqVq1Kq1atQIMf7srV67wwQcfkJiYyKRJk+jfvz+vvfYaiYmJPP/885w4cULrpVT//j4+Pvj4+ACGnrb+/fvTuXNnpkyZAhgyCg4ZMgRbW1u+/fZbLfgePny42SQsqi1btnDy5EmKFi3K4sWLrXla8ySZg5VJmjRpQnx8PCdPnjRZ9/vvv6PT6VKN6EXukpiYiK+vL3v37kWv17Nu3TqzqY7r1KlDsWLFOHbsGImJiUbrQkNDuX79Oi+++CK2traA4bUC5tOd/v777wA0atQosy9HpFGPHj0YNWqUyU+PHj0AcHd3Z9SoUXh6esprQORacm/Kf+TelPs8fPiQKVOmMG7cOC1QScn8+fMBeOWVV/jyyy+1HkMbGxuGDh1Kp06dePLkCdOmTTPar0ePHpQvXx6Azp07W31fWrJkCfHx8XTq1IkBAwYQFhbG9evXadCgAQsXLsTR0ZG7d+8C1v39IyIieP/990lMTGTYsGEmPW2WXL16lS+++AKATz75JH8H7DlY5DhfOXnypOLu7q707t1befz4sbb8l19+Udzd3ZV33303B1sn0mPRokWKu7u70qpVK+XWrVspbjtp0iTF3d1dWblypbYsabX0X375RVseHR2tNGvWTGnatKly/fp1bblaLf3ll19Wnjx5kunXIzLHkSNHFHd3d2X8+PFGy+U1IHIjuTflP/n93jRx4kSz77G51cmTJ5WmTZsq7u7uSr169RQ/Pz/F3d1dcXd3V3777TeT7W/fvq2tP3z4sNlj/vnnn4q7u7tSu3ZtJTIyUlseHx+v1K1bV3F3d1fCwsK05andl55//nmtPeb+/p988oni7u6uvPDCC1b9/SdMmKC4u7srXl5eSmxsrNXPVb9+/RR3d3dlyJAhVu+TV8kQwUzSoEED+vfvz5o1a+jWrRtt27YlPDyc3bt3U65cOT766KOcbqJIgwcPHrB06VIAateuzcaNG81u17hxY5o3b87YsWM5dOgQ33zzDUeOHMHNzY3Dhw/z999/07FjR9q2bavtU6xYMT777DPGjx9Pz5496dy5M4qisHPnTqKjo5k/f7422VTkHfIaELlRTtybjh07xqZNmzh16hR3797l6dOnlC5dmhdffJF+/foZFTJVJ8S3adOG7777zuzxtm3bxvvvv0+VKlXYv3+/lnAmISGBbdu2sWXLFm0uSIUKFWjRogVDhw7F1dXV6DihoaG0bduWcuXK4e/vz6RJkzhy5AiFCxfGw8NDG7L15MkTNm/eTEBAABcuXODhw4c4ODhQpUoVXnnlFYYMGWI2AcHjx49Zv349W7du5dq1a9jb29OwYUNGjBjBpUuX+Oijj+jRo4dJr0RcXBzr1q1j165dXLp0ifj4eCpXrkyrVq0YOnQoFSpU0LZN7d4UGhrKTz/9RPXq1dm2bRsVKlTAzs6Ob775hv/7v/+jQoUK2NraEhISYvS+5O/vz0cffUTJkiWJiooyeV+KiooiMTGRevXqackMAC0RwvDhwxkwYAALFiwgMDCQyMhIKlasSKdOnRg5ciQODg4cPXqUpUuXcubMGWJjY6lRowaDBg2ie/fuFl9LV69eZe7cuRw5coQnT57g6upK586dGThwoMX3yD/++IPVq1dz8uRJ7t+/T4kSJXjxxRd54403zBbRbdOmDWFhYWzduhU/Pz+2bt3K06dPqVatGitWrLCY5jxpG+/fv8+rr77Kp59+StWqVfn4448tbn/jxg3tcZ06dcxuU61aNcDwGv/rr7945ZVXtHPFxsZSvHhxbWhnSsaOHcu+ffu03qmDBw8yc+ZMk/tSw4YN2bRpE8WLFycyMjLF+9Lp06fZvn07AJ9++qnFLIXJ7dq1i+PHj2Nvb8+nn35q1T55mQRYmWjSpElUr16dDRs2sHr1akqVKoWXlxe+vr4WC72J3Ons2bNaytJ9+/axb98+s9sNHz6c5s2bU6ZMGdavX8+8efM4cOAAhw8fRq/X8/777zNw4ECTDHReXl6ULFmS7777ji1btmBvb0/t2rUZOXIkTZs2zfLrE5lPXgMit8rOe5OaPQ0M/yeqV69OdHQ0YWFh7N27l7179/LFF1/Qu3dvAHr27MmWLVsICgoiMjKS0qVLmxxz69atAHTv3l37fxQTE8OoUaM4fPgwABUrVkSv1xMcHMzGjRvZtm0b//d//8drr71mcry4uDiGDh1KcHAwNWvW5MaNGzg5OQGGoU+DBg3i33//RafT4eLiQuXKlQkPD+fixYtcvHiRbdu24e/vT6VKlbRjRkZG8s4773DmzBl0Oh01atTAxsaGAwcOEBQUxKuvvmr2+bp9+zbvvPMO586dQ6fTUaVKFUqVKsWlS5dYtWoVP/30E4sWLdKGZll7b3r48CFvv/02v//+OyVLlkSn03H//n3tw327du2YMWOGyftS4cKFmTNnjsn7Uq9evXjvvffMngvg2rVrdOvWjcjISNzc3LQgbvHixYSEhNCkSROmTJlCkSJFcHV1JTQ0lH/++YeJEyfy5MkT+vTpY3LMS5cu4ePjQ0xMDDVr1iQhIYHz589z/vx5du/ezcqVK01qNs2cOZNly5YBhqQd7u7u3L59W3uu3nrrLd5//32z1zBlyhROnjyJm5sbjx8/xsHBIdXgCqBmzZqsXbvW6uGTSZ9zOzvzH8OTzuEKCwvTHp8/fx4wzJv8+++/2bZtGxcvXtQSliRPaFKmTBmGDRvG1KlTsbGxYe3atWbvS+rrPzIyksWLF7Ns2TKL96WpU6eiKAqtWrUyG7CaExcXx//93/8Bhjln1atXt2q/PC1H+8+EEEIIkS+ow5Rq1aql+Pn5KQkJCdq6mzdvKgMGDFDc3d2Vl19+2Widp6en4u7urqxdu9bkmLdv31Zq166tuLu7K9euXdOWjxs3TnF3d1c6deqknD59Wlv+5MkTZfbs2Yq7u7tSt25d5cKFC9q6kJAQbWhW06ZNlYsXLyqKoiixsbFKVFSUoijPhqe1a9dOuXr1qlFbDh48qNSvX19xd3dXpk2bZrTuvffeU9zd3ZW2bdsq586d05ZfunRJ6dSpk3beiRMnausSExOV3r17K+7u7krfvn2Vy5cva+sePnyofPTRR4q7u7vSrFkz5fbt2yk/+f9R/wbu7u7Kiy++qGzbts3omIMGDdKuPz4+Xlu3efNmxd3dXfHw8DB73KTPXUhIiLb822+/1ZZ37NjR6DmbN2+etq5WrVrKN998ow0ne/TokTJ06FDF3d1dad26tdG51L+B+ndI+jf8888/lRYtWiju7u7K+++/b7TfunXrFHd3d6Vx48bK1q1bteWJiYnKzp07lRdffFFxd3dXNm7caLRf69attfPt3LlTW37v3j2Lz3NqUhoieO/ePW398ePHze6f9O+4ZMkSbfmMGTO0v626PulPrVq1lNmzZxsda/ny5Yq7u7vStWtXi+09f/68dow7d+5Y3O7w4cPadidOnEjtadBs3LhRG6oYGhpq9X55mSS5EEIIIUSGBQUF4eDgQLt27ejZsyc2Ns8+YlSqVAlfX18A7t69y71797R16gT9bdu2mRxzx44dJCQk0KRJEy2l8/nz59m5cydFihRh+fLl1KtXT9u+UKFCjBs3jo4dOxIbG8uiRYvMtrVfv35a9kQHBwccHR15+vQpx48fR6fT8dFHH5kMMfTw8MDLywuAf//9V1t++fJlduzYgU6nY+HChUa1iWrUqMGSJUsoXLiwSRv27dvHqVOnqFChAt9//73Rt/rFixdn6tSp1K9fn8jISFatWmX2OlIyZswYunTpYnRMtffm/v37XL16Nc3HTMk333xj9Jy9/fbbWgKNRo0a8eGHH2rDyYoUKcI777wDGHpoHjx4YHI8W1tbvvvuO6O04PXr19d6QrZv36717sTFxWmJI77++mu6du2q7aPT6fDy8tKuff78+Waz/DVu3Fj7+4Kh9ycrlClThgYNGgDw3XffoSiKyTZJs+slrWOl9mDFxcUxfPhwAgICOHv2LHv37mXQoEEoiqL1QKkeP34MkOKw86SvT3V7c1auXAkYnqu0JMf54YcfAOjUqZPWW5bfSYAlhBBCiAybMGECZ86c0T4AJ5f0Q9yTJ0+0xz169MDGxoZTp04RGhpqtM9PP/0EgLe3t7bsl19+AaBp06YWi7F269YNMMw5SUhIMFlvbjiXnZ0dAQEBnD59WktxnZTyX72i5O1X29OoUSOzRVidnJzw9PQ0WR4QEACAp6en2QK+Op1OCxQCAwNN1qemdevWJsuSZm2zVB8rPUqVKkX9+vWNlhUpUkQLUswNkUw6tyw6OtpkffPmzc1mmWvevDl6vZ7ExESCgoIAtPl+xYoVM5rvmlTXrl2xsbEhPDycf/75x2R9dmZIHDduHDY2NgQFBTFy5Ej+/fdf4uPjCQ4O5oMPPuDIkSPa8Mek5RVat26Nt7c3s2fPZty4cTg7O+Pg4KDN+1K/xFi4cCEREREAWpCbfDhoUkmDvKRfjCQVHBzMwYMHAXjrrbesvtbDhw9rX0gMHTrU6v3yOpmDJYQQQohModPpsLGx4fjx41y6dImQkBCuX7/OhQsXuHbtmrZd0rThlStX5uWXX+bQoUNs376dd999FzD0Ep0/f56iRYvSvn17bfuLFy8C8Ndff9G3b1+z7YiNjQUMc7XCw8NNEgKoqa7NKVSoEPfu3ePPP/8kODiY0NBQrly5wrlz57SelqTtV9uTtOcquRdeeIEdO3YYLVM/dAYGBmo9E8mpQVBwcDCKoqT4ITk5c8Fn0iDXXOCZXpUrVza7XO2xMtcblHT+kblenOeff97i+Z577jlCQ0O5fPky8OxvEB8fT//+/S3uZ2trS2JiIleuXDHq+YSUXxOZrVmzZnz99ddMmjTJZC5doUKF+PLLL9mwYQNnzpyhWLFi2roBAwakeNyhQ4eydOlSHj16xG+//UaXLl204F39P2FO0nXmelsBdu/ejaIolC5dGg8PD6uuE57V7qpdu7bZLyDyKwmwhBBCCJFhiqLwv//9j+XLl3P79m1tuU6no1q1anTr1k1LWJGct7e3SYCl9l516NDB6EOmOqH/3r17RkMNLXn48KFJgGXpQ+SdO3eYPn06P//8s9HQrCJFilC3bl0SEhI4ceKE0T6RkZEAZnuhVI6OjibL1F6bmzdvcvPmzRSvISEhgZiYGLPHsSR5YenkzAU16VWkSJEU11vqFUlJ0r+5pXVqT6L6moiLizNb8y05c713ll4TWaVHjx40btyYjRs38s8//2Bra0vt2rXx8fHB2dlZG95qqZfWHAcHB9zc3Dhz5ozWG6wmjrl//77F/dTXsI2NjcXEHmpP7WuvvWYxOUdyiYmJ7N+/H8Bo+GVBIAGWEEIIITJs4cKF2jwYLy8vXn31Vdzc3KhevTrFihUjODjYYoDl6elJiRIluHz5Mv/88w+1atXSenzUOVoq9cP8m2++ycSJEzOt/bGxsQwaNIjLly9TqlQp+vbtywsvvECNGjVwcXHB1taWOXPmmARYanvMDXNTxcTEmCxT95s0aVKqPRPZxVLQldK8nKyiZks0Rw2oSpQoATx7LuvUqYO/v3/WNy6TODs7M378eJPlkZGR2vyy5L0+sbGxKc6nUntX1SBIHWZ5+/Zt4uLizKZVV8+lvs6Tu3XrFn///TeQtkDp1KlT2pcgHTt2tHq//EDmYAkhhBAiQ+Lj41m+fDkAI0eOZM6cOfTo0YO6detqvQ23bt2yuH+hQoXo1KkTAHv27OHo0aOEh4fj7OxMkyZNjLZVawSpw8LMiYyM5MSJE9y4ccPqnpqAgAAuX76MnZ0dGzZsYOzYsXh6elKtWjXtQ6e5a1CTMFy4cMHisc0NAbTmOm7evMmff/5p1COYFdTri4uLM7s+q89vzpUrV8wuVxSFc+fOAc+ee/W5DA4ONpvAQt3vyJEjBAcHW7zO7LJr1y6WLl1qNGw2KbXXx8nJSSulcP78eRo1akS9evW0YCe52NhYbdikmsTFzc2NokWLkpCQwJkzZ8zud+rUKQAt+UZyaq9goUKF0jRXTf0ywtnZucCVK5IASwghhBAZEhkZqfU4WCqeumnTJu2xuQ/BPXv2BAxDkX7++WfA0HuVfN6Rmrzh999/1z5MJjdr1iz69evHG2+8YTRfKiXqkKpixYqZZBAEQ/bDAwcOAMbzl9RaW6dOnTLbnoiICG14lbnr2LVrl8Whjh9//DG9e/dOsQZVZlCHkT148MBsW8y1P6sdOnSI8PBwk+UBAQHcunULBwcHrQBvkyZNKF68ODExMRZ7sLZv386gQYPo2LFjisF+dtiwYQOzZs1i8+bNJuvi4uK0LysGDhyoLa9evbo21HLLli1mj/vjjz/y+PFjSpcurdWocnBw0BJ/bNiwwWSf+/fvs3v3bsC0t1h19uxZwPB/O7Whp0n99ddfALz44otW75NfSIAlhBBCiAwpU6aMNndj1apVRmm3IyIimDx5slGSh6RZ+FR169bF3d2dy5cvs337dnQ6Hd27dzfZrnHjxnh4ePD06VPefvttozk3cXFxLFq0SAvmkqYKT42aJv3Bgwf873//M+r5+vPPPxkyZIg2jyXpkLnatWvj6elJYmIio0aN4tKlS9q6Gzdu8O6775odPujl5YW7uzsPHz5k6NChRj1Z0dHRTJ48mcOHD6PT6bSU5lmlfv362NvboygKX3/9tfb3iY+P53//+x8bN27M0vOb8/jxY959912jQruHDx/mk08+AQzBR9myZQHD/Df1OZo6dSqbN282CqwDAgL4/PPPAcNQNTXlf05Rs2KuWrVKK5YNhiB+9OjRXL58GRcXF/r166etc3BwYPDgwYAhkPrhhx+0a0xMTGTNmjXMnj0bgPHjxxvNKRs+fDj29vZs27aNpUuXavvdu3ePkSNHEh0dTaNGjWjWrJnZ9qo9Zpa+PLEkvfvlBzIHSwghhBAZYmdnh6+vL1OmTOHYsWO0bNkSV1dX4uLiuHbtGk+fPuX555/n5s2bREZGcuvWLbMfury9vZk2bRoxMTE0b97cYs2c//u//2PYsGGcPn2avn37otfrKVmyJCEhIVoCg0GDBtGnTx+rr6FNmzY0aNCAU6dO8fXXX7Ns2TIqVqzInTt3CA8PR6fT8fLLL3P48GFu375tlNXvyy+/5Nq1a1y8eJHOnTvj5uaGra0tFy9exM7Ojueee44LFy4YBXv29vYsWrSIt956i3PnztG5c2eqVatGkSJFCA4O1noEP/roI7NpzjNTyZIlGTp0KIsXL2bHjh0EBQWh1+sJCwvj/v379O3bl/3795vtUcoqrVu35rfffuO1117Dzc2Nx48fa0Pq2rVrx9ixY422f/vttwkJCWHjxo18/PHH/N///R96vZ7w8HBtiGPDhg356quvsu0aLOnatSv79+/n559/ZsiQIbi4uFC0aFEuX75MfHw8Tk5OrFq1ymS+1PDhw7l8+TI7d+5k6tSpLFy4UPs7RUZGotPpGD16NK+//rrRfm5ubnzyySdMmTKFWbNm8cMPP1ChQgUuXbpEbGwsTk5OzJ0712J71b978mQxqVGf97Tulx9ID5YQQgghMqxfv36sWrWKFi1aULx4cS5evMi9e/eoX78+n332GRs3bqRly5aA5bpOXbt21YYgWRquBIYhbWvWrOGLL76gadOmREVFceHCBezs7GjZsiWLFi3i448/TlP7bW1tWbVqFRMmTKB27do8fvyYf//9Fzs7O7y8vPjxxx9ZtGgRhQoV4v79+0Y9Z2XKlGHjxo2MHDmS6tWrc/36dW7cuEHr1q3ZuHGjNkQqLCyM5557Tvvx9PQkODhYO87Vq1f5559/ePToEbVq1eLHH39k0KBBVl+DOjcpPcaNG8fMmTNp1KgR8fHxXL16lWrVqvF///d/TJ48OcV9FUVh6dKlRkMn58+fb9T7lFYNGzZk/fr1vPzyy4SGhnL79m3q16/P119/zbfffmsyVE2n0/Hll1+yfPly2rVrh52dHefOnSMmJoYXX3yRTz/9lP/9738m2R7V4aqW5nxllqtXr1KvXj1+//13dDodc+bM4YsvvqBevXrcuXNH67UaPnw4W7ZsMfvlgq2tLbNnz2bu3Lna8Ej1dd+xY0fWrl3LqFGjzJ6/b9++/Pjjj7Ru3Zr4+HguXLhAuXLlGDBgAJs2bTKqS5acmmWwUqVKVl9vdHS0NtfNUhr//EynZGaeTiGEEEIIYWTMmDHs2bOH1157jb1791KrVi2zxYeT8vDwSPPclaNHjzJw4EC6dOnCzJkzM9DitOnVqxenT5/m77//1rLXHT16lGPHjtGmTZtcO0QsMTGRAQMGULZsWS0DZlaaPn06u3btYufOnWlKuS/yHhkiKIQQQgiRTr/99hufffYZL7zwAvPmzTNZ//jxY44dOwY8GypVu3ZtRo8ena3tzEp37941WdasWTOLc3pyi3Xr1vHnn3+aFIHOKsOHD2fTpk3Mnz+fjz76KFvOKXKGDBEUQgghhEin2rVrEx4ezs8//8zy5cuNMiTeu3eP8ePHExkZSfXq1bXU2SLnxcfHs2zZMl599VUtwUlWK1myJN27d2ft2rU5nslQZC0JsIQQQggh0qlMmTJMmDABgBkzZtCiRQu8vb3p2LEjLVu2ZN++fVSqVIm5c+dandHQnOjoaObOnUuHDh2oX78+rVq1Yvz48Vy9etXs9gcOHKBPnz7Ur1+fJk2aMGzYMLP1uJ48ecKCBQvw8vKibt26NG7cmMGDB/Prr7+m2qajR4/y3HPPaXOt6tSpwxtvvAEY5mA999xzRun527RpQ7du3QgJCcHX15cmTZrQoEEDhg4dyuXLl0lISGDp0qV4enpSv359unTpwvbt203Om5CQwOrVq+nRowf169enUaNGDBo0iIMHD1r1XALs2LGDmzdvahn9VP7+/jz33HPMmTPHZB9z15SYmMjSpUvp0aMHDRo0oGHDhrz++uusXbvWbA02b29v4uLiWLdundVtFXmPBFhCCCGEEBkwePBg/Pz86NKlC6VKleLKlSvcvXsXNzc3Ro8ezU8//cRzzz2X7uPfv38fHx8fvvvuO4oVK0bv3r1p2LAhP//8M7179zapv3X48GFGjBhBqVKlGDBgALVr1+bAgQP079/fKBNgVFQUffr0Yf78+dja2tK7d29at27N2bNneeedd1i8eHGK7XJycmLUqFEUL14cgBEjRqSYnAQMCRN69+5NWFgYr7/+OvXq1ePQoUO89dZbfPDBB6xcuZIWLVrQrVs3rl27xoQJEzh+/Li2f0JCAiNHjuSrr74iLi6O119/na5du3L58mXefvtt/ve//1n1nG7duhU7Oztefvllq7a3ZOrUqcyaNYvChQvTp08fvL29uXv3LlOmTDEbpD3//POUL1+eXbt2Zei8IneTOVhCCCGEEBlUt25dqxNLnDt3LsWkCsWLF9dqHgHMnj2bq1ev8vbbbzN+/HgtPfzPP/+Mr68v8+bN49tvv9W2v3fvHnPmzMHLy0tbNn78eHbs2MHOnTt58803AZg5cybnzp2jd+/efPbZZ1qCipCQEAYMGMDcuXNp3rw59evXN9tOvV7P6NGj2bJlC1FRUYwcOVI7hiXh4eG0b9+eefPmadehJsl49OgR27dv1zLa1a1bl08//ZRt27bRuHFjwFADKjAwkO7duzN16lTtfGPHjqVv375Mnz6dV155hRo1alhsQ2xsLCdPnqR69eoZSjYRHR3N2rVrady4MWvWrNGWjxo1io4dO7J69WpGjx5tkvGwbt267N+/n5CQEJydndN9fpF7SYAlhBBCCJGNzp8/b3a4nsrJyUkLsOLi4ti5cyelS5dm7NixWlAC0KFDB0aMGGFSZ8jd3d0ouALw9PRkx44dWi2puLg4tm3bRokSJfjkk0+MAiNnZ2fGjh3Lhx9+yIYNGywGWOn11ltvGV1Ho0aNOH36NN27dzdKF96wYUMAo3TvGzduxNbWlkmTJhm1uWTJkrz77rtMmDABf39/3n//fYvn//fff4mNjaVmzZoZug5FUVAUhZs3bxIaGoperwegVKlSbN68mRIlSpgEV2D4++zfv5+zZ89KgJVPSYAlhBBCCJGNevTowbRp06zaNiQkhOjoaF599VWzvUO+vr4my1xdXU2WlSlTBkArYKwWM37llVcoVKiQyfZqj1FGamtZkrx9am0qFxcXo+Vqu9R6So8ePeLSpUs4OjqycuVKk+Peu3cPgH/++SfF86vbqc9JehUvXpyuXbuydetWXnvtNerVq0eLFi145ZVXqF+/PjY25mfiqOdV2yHyHwmwhBBCCCFygTZt2hAWFsZXX33F66+/DhjmXwHaPCdrmAuYVGrihaioKACTxBv+/v589NFHWk+SGpBlpuTFflUODg4p7qe2OTo6mgULFljc7sGDB0a/37lzh06dOlGjRg3WrVunrS9cuLDJvmrQs2bNGlasWEHhwoWpV68eAwcONHuur7/+mnr16uHv78+ff/7JqVOnWLBgATY2NiQmJqZ4PV999RVfffUVTZs2ZfXq1SluK/IWCbCEEEIIIXKpYsWKAc+Ci+QePXpkMWBJyYkTJwAsZiFUA7HSpUun+dhZRX0uatSoYXWSiCdPnjB+/HijoEsNrB4+fGi0bUBAAHPnzgUM87Tc3NwICQnh0KFDHDp0SBuymJSdnR0DBgxgwIABREREcOTIEQ4cOMC2bdsAw3DA5PO8wsPDjYY9Vq1a1aprEXmHZBEUQgghhMilqlevjoODA3///TcJCQkm6/v27UvTpk15/Phxmo6rpgkPDw83CjTatWvHrl27ePvttwFDgJBbODo64uzszPXr14mMjDRZ//fffzN9+nQCAwMBQ+/f8OHDOXr0qNF2lStX1tarLl++zNixY7U6Zt7e3mzZsoUjR47w7rvvAnDy5Emj41y+fJlZs2Zp5ytTpgxeXl7MmDGDUaNGAdCpUyfWrVtn9NOxY0ftGO7u7nzyyScZeVpELiQBlhBCCCFELuXg4ECnTp24d+8eixYtMloXEBDA+fPnady4MUWKFEnTcdUkE7GxsXzzzTdaYFG8eHEKFSrE6tWr0el0dO/ePdVjqYkckhZZzio+Pj7Ex8czZcoUbW4WGHryPv/8c1asWMHDhw85fPgwPXr04Pfffzc5Rs2aNbG3t+fChQvasunTpxMfH0+LFi0AQ42vuLg47OzsGDt2LLVr1zY5jo2NDUuXLmXOnDk8efLEaF1oaCiA2SQWar0uBwcH5syZk+a/ncj9ZIigEEIIIUQ2spSmXe1J2rdvH7a2tloR3A8++ICTJ0+yYMECfvvtNxo0aMCNGzf45ZdfKFeuHJ999lm621KxYkX8/f3566+/aNasGQ8fPmT//v1ERUXh6+trdlhccpUrVyY4OJgPPvhAK/qbVYYOHcqRI0fYvXs3586do0WLFtjY2BAQEMDNmzfp0KEDv/76Kzt37gQMyTpq1qxpVNi3SJEiNGzYkKNHj3L37l0UReHQoUPY2NjwxRdfMGHCBE6dOkXPnj159dVXuXXrFhcvXkSv12uBE0C1atXo27ev1ivVunVrChcuzOnTpzl+/Dgvvvgir732mlH77969y7///gvAyJEjcXNzy7LnSuQcCbCEEEIIUSDduXOHtWvXEhAQQGhoKIqiUK1aNTp16sTAgQNxcHAgISGB1q1bEx4ezocffsiQIUPMHuuTTz7Bz8+PPn36MGXKFLPnCA4OBlJP0x4YGEhMTIwWYJUpU4YVK1bw/vvvc/bsWU6dOgUYeps6duyYpjlYFy5cMCp6rBYevn37NuvXr8fOzo7Hjx9TunRpRowYoW33xhtvcOzYMVauXImjoyPfffcdJ0+eJDY2lkqVKlGpUiX279/PuXPnKFq0KBs2bADgyy+/ZPfu3YwZM8Zim65cuQLAN998w5QpUyhdujRNmzalU6dOJtva29uzbNky1qxZw9atW9m8eTP29vZUrVqVd999l549e/Laa69RqlQpRo8eTb9+/Vi4cKHJcbp3787Ro0c5ePAg9vb2JCQk8MILL6DX61m0aBFz585l3759/PDDD9SoUYOpU6dSsmRJhg8fbnScTz/9lFq1auHn58fOnTt5/PixVh/szTffNEnTrgbDJUuW1OqRWWv+/PksWLCAhg0bGgWMqqNHj2rJOJL2zgGcPn2aVatW8c8//3Dz5k0KFSpEtWrV8PT0pF+/fhmqByZMSYAlhBBCiALnxIkTjB49mnv37mFnZ0eNGjWIi4vj3Llz/PPPP/z6668sX74cBwcHevToweLFi9m6davZAOvJkyf8/PPPAPTs2TPVcwQHB6MoCk2bNtXOAeazCIJhrs/bb79NWFgYtra2uLq6UrhwYS5dusTq1avZv38/y5Yto1mzZiYfrFXqOj8/PzZv3sxff/1FXFwcVatWpWzZsvTs2RMfHx8ti6CljH4///wzmzdvxsHBAVdXV27cuKElyvj88885efIkn376KWXLluX555/n4sWL/Pbbb/zxxx9s2rSJWrVqacd6+vQpH374oZawonDhwlSrVo3Q0FB27NjB7t27mTRpEgMGDDBqg729PYMHDzYqxpzUqFGjaNeuXYqZFzt37sy3337Lxo0btZT0al2s0NBQHBwcqFWrFvb29rz44ou8+uqrlClTxuT5tbOzo0+fPvTp08fiuVT//vsv+/fvBwy9kqllTcwse/fuZdy4cTx9+pTSpUvj5uZGTEwMZ86c4fTp02zbto3169dLkJWJZA6WEEIIIQqUBw8e4Ovry71793j11Ve1rG8///wzmzZtokyZMhw7dkzr+ejZsyc6nY5z585pw7uSCggIIDo6Gjc3N+rVq5euc1jy6NEj3n33XcLCwmjbti2BgYHs2bOHrVu3cuDAAVq1akVYWBgjRowwmQdkjo+PD+vWraN8+fIAvP3226xbtw4fHx+rnrsNGzbQtm1bDh48yJYtWzh48CCvvPIKYOit2rt3LzNmzODw4cNs2bKFPXv2ULlyZeLi4vjf//5ndKx58+axfft2KlWqxPfff8/hw4fZvHkzhw8f5tNPP0Wn0/HVV1/x22+/WdU2lbe3d6pp7R0cHBg2bBinTp3SehNLly6tBberV6/m0KFDBAYGMmfOHDp06MCRI0fS1I7kFi5ciKIolCxZUuudzGqJiYl88cUXPH36lPfff5/ffvsNf39/9uzZw+bNmylTpgwXL15k7dq12dKegkICLCGEEEIUKBs2bODOnTs4OTkxf/58LdgAqFu3Lh9//DEAW7ZsITExERcXF62XY+vWrSbH27JlC4DRh+a0nsOSTZs2ce3aNerUqcP8+fOpWLGitq58+fLMmzcPJycngoOD8ff3T8/TkSalSpVi2rRpWgBTqFAhrVcvMTGRt956i27dumnbOzk5acHb33//rS2/d+8eq1atAmDRokV4eHho62xtbXnjjTcYPHgwiqJoqdMz2+uvv07dunW1dv3000+sXr2avn37EhAQwNmzZ9m8eTPNmjXjwYMHjBgxQhvmmVbh4eHs3bsXMBSHtlSEOLNFRERw584dAHr16mVU96xOnTqMGzcOT09PSpUqlS3tKSgkwBJCCCFEgaKm1e7WrZvZYrPt27fnp59+Ys+ePdoHYXXo3/bt240Cotu3b/P7779jZ2dnFFik5xzmBAQEAODl5WVSFBgMw+rat29vdM6s1KxZM5M5X05OTtrjli1bmuyjFi2Ojo7Wlv3666/ExcXh5uZGnTp1zJ5LfT7PnDmjFQDOTHZ2dsyYMUNL1x4REcHAgQOZPHkyzs7OODg48MILL/D999/j6upKTEyM2eQk1li4cCGJiYmUKlXKaPhnVitdujQlS5YE0JJ3JH399urVi4ULF9KrV69sa1NBIHOwhBBCCFGgXL9+HcBoPlBSDg4OJmm5O3TowJdffkl4eDhHjhzh5ZdfBmDbtm1aIoxy5cpl6BzmqEMSN23axL59+8xuc/fuXeBZsoisVKlSJZNlSRM5lClTxmS9nZ3px82LFy8CcOvWLfr27Wv2XGqxYzBcW9myZdPc3tRUr16dli1bEhgYiI2NjVFiD5WDgwPvvPMOH3/8MQcOHCAxMTHNPVDq8MJu3bpl29wrMPQGTpgwgUmTJvHrr7/y66+/UrJkSZo1a0aLFi1o1aqV2b+pyBgJsIQQQghRoKg9FmnJvlekSBG8vLzYtGkTW7du1QKsn376CTBObpHec5ij9voEBwenOjwtKioqQ+eyRmo1m9T6WqlR2xodHW1SwNecpMWQM5s63LFy5cqULl3a7DZqAozo6GgiIyPTFOz9+++/XLt2DTD0RGa3Xr16UbVqVVauXMnhw4d58OABe/fuZe/eveh0Olq1asXkyZMl0MpEEmAJIYQQokApUqQIUVFRxMTEpGm/nj17smnTJvbu3cuUKVO4cuUKFy9epHTp0rRq1SpTzmGprYsXL6Z169YZOlZuogZq7du359tvv83RttSoUQPAqHBxckl74dLaA6X2PFapUoX69euno4XGkvbsJfX48WOL+zRr1oxmzZrx5MkTjh8/zh9//EFQUBB///03gYGB3Lx5k59++snqAFmkTOZgCSGEEKJAcXV1BZ4NU0suPj6evn37MmbMGEJCQrTlDRo0oEaNGjx69IjffvuNX375BYCuXbua1DtK7zmSq1atWorHAUPv1tmzZ4mIiLC4TW5jzXU9fvyYY8eOERISQkJCQpa1RQ167ty5w40bN8xuow6/LFWqVKoZCpM7ceIEAM2bN89QAKPOwbMUCN6+fdtkWVxcHJcvX+b06dOAYc7eK6+8wrhx4/D392f27NmAoTabpRT/Iu0kwBJCCCFEgaImYti+fbvZD6sHDx7k5MmTBAUFmQwFU4cCBgQEaD0T5lJuZ+QcSam9Vn5+fmbTsD99+pQRI0bg4+PD9OnTLR4nOfWDvqXekKzWsmVLbG1tuXLlisU07KtWreKNN96gW7duKfbOZFSzZs207IwrVqwwu80PP/wAoCUUSYu//voLMAToGaEOXwwNDTX7mlID/qQOHjyIl5cX77zzjtl91KGuQJYGsQWNBFhCCCGEKFD69etHqVKluHbtGhMmTNDmS4EhY93nn38OQN++fU3mUHXv3h07Ozt+/vlnLly4QJ06dcwmssjIOZLq378/5cuX59q1a7z77rtGPSwRERGMHTuWy5cvY29vz5tvvmn1c6CeMywszOp9MpOTk5OWTe+9997TCvCCId37pk2bWLBgAWB4DrKyCK6NjQ0TJkwA4Mcff2TJkiVaMBIXF8fUqVM5ffo0RYsW5a233jLa9/bt21y+fFlLapLcjRs3iIyMBOD555/PUDsbNWoEGGqszZkzh6dPnwKGnr5Zs2Zx8OBBk31effVVSpcuzf3795k4caLR6zAmJkYLyitXrqzNMxMZJ3OwhBBCCFGglC1blgULFjBixAj27NlDYGAgNWvW5OHDobUZrQAA79dJREFUh4SGhqIoCq+88gq+vr5m923ZsmWKvVcZPUdSJUuW5LvvvuPdd9/l8OHDtG3bFjc3N3Q6HVevXiUuLg47Oztmz57Nc889Z/Vz8Pzzz/Pvv//y/fffc/DgQdq1a2c2g15W+vjjjwkPDycwMJB3332XChUqULFiRcLCwrThju3bt2fs2LFZ3pauXbty/fp15s+fz+zZs1m+fDnOzs5cv36dhw8fUrhwYaZPn46Li4vRfrNnz2bLli04OTkZBYmq8PBw7XGVKlUy1EZ3d3e6dOnC9u3bWbFiBVu3bqVSpUpcu3aN6Ohoxo4da1IzzMHBgXnz5jF06FB27drFvn37cHFxwcbGhpCQEB49ekSRIkWYNm1atmY3zO8kwBJCCCFEgdOkSRN27NjB8uXL+fXXX7l06RK2trbUq1ePnj178vrrr1tMxe3t7c2+fftwcHCgc+fOWXKOpOrWrcv27dtZvXo1+/fv59q1a8THx1O+fHmaNm3KkCFDLKaDt2TixIk8fvyYw4cPc+XKFS5fvpym/TNDoUKF+O6779i9ezf+/v789ddfnDt3jmLFitGsWTO8vb3p2rVrthXlHTVqFC1atGDVqlWcOHGCCxcuUL58eTw9PRk6dChubm5pPqYaKBYuXNhihsK0mD59Og0aNGDz5s1cuXKF69evU7duXd58801efvlls0WZmzVrxqZNm1i5ciUnTpwgODgYOzs7KlWqxCuvvMKbb76Z4eBPGNMpOTX4VgghhBAiD1q9ejVfffUVHTp0YN68eTndHCFELiNzsIQQQggh0mDTpk2Aob6QEEIkJ0MEhRBCCCFS8OjRI0JCQihcuDDLly/nwoULuLu7G2VgE0IIlQRYQgghhBApiI6OpmvXrtrvNjY2fP7551KUVQhhlgwRFEIIIYRIQfny5XF3d6dw4cK4u7uzaNEiGjdunNPNEkLkUpLkwoynT59y7do1o2UlS5bMtiw2QghRUCUmJvLgwQOjZVWrVsXOTgZcyL1JCCFyRlrvTXLHMuPatWt4eXnldDOEEEIAu3btokaNGjndjBwn9yYhhMg9Uro3yddeQgghhBBCCJFJJMASQgghhBBCiEwiAZYQQgghhBBCZBKZg2VGyZIlTZbt2rWL0qVL50BrhBCi4IiMjDSZZ2TuPbkgknuTEELkjLTemyTAMsNcRqbSpUtTpkyZHGiNEEIUbJIlz0DuTUIIkXukdG+SAEsIIUS+sXnzZn788UeCg4MpXLgwLVq0YNy4cTg5OVm1/65du/jhhx+4dOkSNjY21K9fn7feeotmzZqZbDtnzhwWL15s9jhFixbl1KlTRssiIiJYuHAhgYGB3L17lypVqtCzZ0+GDBkiaeiFECIfkXd0IYQQ+cLMmTNZtmwZbm5u9OvXj5s3b7Jr1y4OHTrEpk2bcHZ2TnH/efPmsWjRIqpUqUL37t2Jj49n9+7dDBo0iKlTp9KzZ0+j7c+dO4dOp2PEiBHodDqjdfb29ka/P3jwgAEDBnDlyhVee+01XFxc+O2335g5cyZnz57l22+/zZwnQQghRI6TAEsIIUSed+7cOZYtW0ajRo1YtWoVDg4OAHh5eTFy5EimTp1qsbcJ4NKlSyxatIiaNWuyceNGihYtCsCwYcPo3r0733zzDR06dKBYsWJG53R2dmbMmDGptm/BggVcvnyZzz//nH79+gEwbtw4xo4dy549e9i7dy+vvfZaRp4CIYQQuYQMbBdCCJHnrVmzBoBRo0ZpwRWAp6cnTZs25cCBA4SHh1vc/++//6Zy5cq8+eabWnAFUKVKFZo0aUJUVBQXL17UlkdERHD79m1q166datvi4uLYtGkTlStXpk+fPtpyW1tbJk6cCMD69eutv1ghhBC5mgRYQggh8rzjx49jZ2dH48aNTdY1b94cRVE4cuSIxf27devGgQMH8Pb2NlqemJhIcHAwAOXKldOWnzt3DoDnnnsu1bb9888/PH78mGbNmplMitbr9bi4uPDHH3+QkJCQ6rGEEELkfjJEUAghRJ6WkJBAcHAwTk5ORr1XKhcXFwCuXLli9THj4uK4dOkS3333HZcuXcLb2xu9Xq+tVwOsmJgYhg0bxpkzZ3jy5Al16tRh2LBheHh4aNtevnwZwOIcMBcXF65fv05oaChVq1Y125a4uDhiYmKsbr8QaREfHy8BvihwbGxssLe3N5lDmxkkwBJCCJGnRUdHoyiKxZokxYsXByAqKsqq48XGxlKvXj3td09PT7744gujbdQAa+XKlbz66qt4e3sTEhLC/v37efvtt5k0aRL9+/c3Om+pUqVSbN/Dhw/Nrl+yZAkLFiywqu1CpMXDhw+5e/cusbGxOd0UIXKEra0tRYsWpUKFCma/oEsvCbCEiYSEBIKCgrh58yaVK1fGw8MDW1vbnG6WEEKY9ejRIwCLN0d1ubUfIqOjoxkwYAA6nY4jR44QEBDAm2++yaJFi7RgyM7ODicnJ7744gteeeUVbd+///6b/v378/XXX+Ph4YGLi4vW85Te9g0bNowhQ4YQGRmJp6enVddgSUKiwrGrEdyOekKF4oVpWq0MtjaZ/+2tyP0ePnxIWFgYjo6OlCtXLsu+yRciN1IUhYSEBB4/fsyDBw8IDg5Gr9cbzcHNCAmwhBF/f398fX0JDQ3Vlun1eubNm2cyN0EIIXKDQoUKAYZhTubExcUBWH3jLFu2LJMmTQLg6dOnfPLJJ/z000/MmzePTz/9FIDp06eb3bdOnToMGjSIxYsXs2vXLoYPH251+5JmKEzKwcEBBwcHbbv0+vmvm0zZ/g83HzzRllUuWZjPuzxPhxcqZ+jYIu+5e/cujo6O6PV6CaxEgeXo6EiZMmW4du0ad+/e1YaUZ5QkuRAaf39/fHx8jIIrgLCwMHx8fPD398+hlgkhhGWOjo7Y2NhYHAKoLld7n9LCzs6OTz75BJ1OR0BAgFX71K1bF4CQkBAAbeiipSGAavscHR3T3D5r/fzXTd798aRRcAVw68ET3v3xJD//dTPLzi1yn/j4eGJjYylZsqQEV6LAs7W1pUyZMsTExPD06dNMOaYEWAIwDAv09fVFURSTdeqysWPHyiRYIUSu4+DggIuLCzdu3DDbS3T9+nUA3NzcLB7j/Pnz7Nixw2wiiRIlSlCyZEnu3bsHGHqczpw5w59//mn2WI8fPwagcOHCANSoUcOoHebaV7RoUapUqWKxfRmRkKgwZfs/mL67oy2bsv0fEhLNbSHyI/VenrwgthAFlTrSQAIskamCgoJMeq6SUhSFkJAQgoKCsrFVQghhnSZNmhAfH8/JkydN1v3+++/odDoaNmxocf9ly5Yxfvx4AgMDTdbduHGD+/fvaxn+YmJi6NWrF0OHDjUb0P3xxx/As56sOnXqUKxYMY4dO0ZiYqLRtqGhoVy/fp0XX3wxy+a6HrsaofVcFSKO8XYbaaj7V1uvADcfPOHY1YgsOb/IvaT3SgiDzP6/IAGWAODmTeuGh1i7nRBCZKeePXsCMGfOHJ48eTYMLiAggGPHjtGmTRsqVapkcf+uXbsCMH/+fKOhho8ePdLmY73++usAlC5dmpdffpno6GiT7H6HDx/Gz8+PSpUq0aFDB8DwzWjnzp0JDQ3lhx9+0LZNSEjQ5nKpGQezwu2oZ89Hfd1lRtv9xAKHb7HnqcXthBBCpJ8kuRAAVK5s3QRna7cTQojs1KBBA/r378+aNWvo1q0bbdu2JTw8nN27d1OuXDk++ugjbdujR49y7NgxateurWXla9myJb169WLjxo107NiRdu3aoSgKBw8eJCwsjI4dO/LGG29ox/jss8/o168fixcv5vjx49SrV49r164RGBhI4cKFmTNnjjZEEAxDrA8dOsQ333zDkSNHcHNz4/Dhw/z999907NiRtm3bZtlzU6H4s3acVmpwRylJFV0EXW0OsznxVbPbCSGESD/pwRIAeHh4pJhJSKfT4ezsbFQ8UwghcpNJkyYxadIkHBwcWL16NceOHcPLy4v169cbFfk9duwYCxYsMEla8eWXX/L1119TsWJFNm/ezJYtWyhbtixfffUVc+bMwcbm2S3T1dWVLVu20Lt3b61n6vTp03Tu3JktW7aYDEcsU6YM69evx8fHh7Nnz/LDDz/w5MkT3n//fWbMmJGlQ7WaVitD5ZKF0QGxOLDiaUcAhtltR0ciOgzZBJtWK5NlbRBCiIJEp5jLamCFzZs38+OPPxIcHEzhwoVp0aIF48aNw8nJyar9w8PDWbhwIQcOHOD+/ftUrlwZT09Phg0bRokSJYy2jYmJYcmSJezdu5ewsDDs7e15/vnnGTx4sNmaIB4eHty+fdvsefv3789nn32WYtsiIiJo3ry50bLff/+dMmXy981HzSKY/CWh3vj9/PwkVbsQIksV1Pdfa2TkuVGzCAIUJ4bfCo2huO4xQ+PGsz+xEd8NaCip2guQJ0+ecPXqVapVq2bU0ypEQZXa/4m0vv+ma4jgzJkzWbZsGW5ubvTr14+bN2+ya9cuDh06xKZNm4y+KTQnODiY/v37ExkZSdu2bdHr9Zw4cYLvv/+eI0eOsHbtWi2bR3R0NP369ePChQvUqVOHfv36ERUVxd69exk5ciTvvfcew4YNM3oCbt++Ta1atcwGX/Xq1UvPJRcI3t7e+Pn58frrrxtNxNbr9cydO1eCKyGEyKM6vFCZ7wY0/K8OFqxJaMtwux0Ms9tByw4DJbgSQohMlOYA69y5cyxbtoxGjRqxatUqrQK9l5cXI0eOZOrUqSxevDjFY3z44YdERESwYMECbdy5oih8/PHH+Pv7s2XLFvr06QPA999/z4ULF+jTpw+TJ0/WelN8fX3p2bMn8+bNo0OHDlp2p3PnzgHQvn17RowYkdbLK/C6detm1IPl6+vLrFmzsiy7lRBCiOzR4YXKtHu+EseuRvDwdhXi9/xMU5sLnLxyGF52zenmCZHj2rRpQ1hYmNXbFy5cmJMnT8pnJGEizQHWmjVrABg1apQWXAF4enrStGlTDhw4QHh4OBUrVjS7/6lTpzh16hQ+Pj5Gk3p1Oh3Dhw8nMTGRokWLast3796NTqdj/PjxRmPUK1asSN++ffn222/59ddfGThwIPAswKpdu3ZaL00At2/fNgqwChUqJG8cQgiRT9ja6GheoyzUKMvty95UuLQRt3+/53aUtyS5EAVaXFwczZo1M5kmcfDgQe7du0fz5s1NMpFWrlw5V31Gyuj0nYcPH/Ldd9+xZ88e7ty5Q6VKlWjfvj1vvfUWpUqVMtr2ueeeS/V4PXr0YNq0aem5lDwvzQHW8ePHsbOzo3HjxibrmjdvzrFjxzhy5AjdunUzu/+BAwcA6Nixo8m6qlWrailrVQMHDiQqKspkXhagBXhJC0OqAVatWrWsu6ACLiEhgaCgIG7evEnlypWNgluAa9eu5VDLhBBCZKXy7d8n8dImPG1OsPyX/Qz19srpJgmRYxwcHPjmm29MlqvJvT755BNq1qyZ3c2yWkan79y/f5++ffty5coVqlWrRu/evYmIiGDVqlX88ssvrFq1yiiT9KhRo8weR1EUVq1aRUxMDC+99FKmXmNekqYAKyEhgeDgYJycnIx6r1QuLi4AXLlyxeIxzp8/Dxgq269evZqNGzcSHBxM2bJl6dy5MyNHjqRIkSLa9pZqgyiKwi+//AIYR9Hnz5+naNGi/PLLL2zevJlr167h6OhIy5YtGTNmjMWetYLI398fX19fowLDZcuWNdrmxIkTHDhwAA8Pj1z1LY0QQoiM0ZV3J7yKJ5Vu/ELZM0uI8mpH8cL2Od0sIXKNyMhIbt++jYODA9WqVcvp5liUGdN3Zs6cyZUrV3jttdeYNWuWdoyTJ0/yxhtv8Nlnn7Fs2TJt+9GjR5s9zvLly4mJiaF379507949cy4wD0pTmvbo6GgURaFkyZJm1xcvXhzAqEhjcuHh4QB89dVXzJgxg5o1a9KnTx+KFi3KsmXLGDJkCHFxcam2Ze3atZw+fdoodbiaAeTRo0csXLiQevXq0atXLypWrIifnx89e/YkJCTE4jHj4uKIjo426hHLr9SMgUmDK4B79+4BzzIHXrp0idatW+Pq6oq/v3+2t1MIIUTWqdBhIgBeShDbDv6Rw60RIndJ2ilgZ5d7S8daO33HkoSEBHbt2oW9vT1TpkwxOkbDhg3p1q0bBw8e5MKFCym2499//2XOnDk4OTnx4YcfZvCq8rY0vVoePXoEYLb3Kuny2NjYVI9x6NAh1q9fT506dQBDcDNmzBgCAwNZsWIFw4cPt3iMXbt2MXXqVOzs7Jg2bRr29oZv3O7cuYObmxslSpRg/vz5lC5dGjD0ds2ZM4clS5bwySef8MMPP5g97pIlS1iwYEFKT0G+kJCQgK+vr8k446SSrwsLC8PHx0dStQshRD5i49KE22UaUyHiOBxZRGybZhSyk9EKQgBaQJFV006sTaqRWmCT0ek79+7dIyYmBjc3N7Npx9W8BsePH09x7tU333xDfHw8H3/8scmUE3M+/PBDtmzZwsGDB1m1ahU7d+7k/v37VK9enTFjxtCmTRsCAgJYtGgRly9fply5cnTp0oURI0aYxCKbNm3Cz8+PK1euEB8fj4uLC506dWLIkCEW45aslKYAS02dHh8fb3a92vOU0pOqFmrs37+/FlyBITj7+OOPCQwMZMeOHRYDrLVr1/Lll1+i0+mYPn260YvJ2dmZbdu2meyj0+kYM2YMO3bs4OjRoxaTcAwbNowhQ4YQGRlpNsV7fhEUFGTSc5UaRVHQ6XSMHTuWbt26yXBBIYTIJ0q/9j6s7023hF/YdewcPV5+IaebJHKaokD8o5xuhXXsi0IWFepWAxtrEjqkh5pnICMyY/qOup+lEWRqG1P67HjgwAEOHz5Mw4YN0/wZevjw4URGRtKhQwfu37/P9u3bGTVqFIMHD+aHH36gffv2NGvWjB07dvDdd9/h4OBglCl8xYoVTJ8+HXd3d7y9vdHpdAQFBTF79mz+/fdfZs2alab2ZIY0BViOjo7Y2NhYfDGoy9Whguao6+rWrWuyzsXFhRIlSnD9+nWTdYmJicyYMYOVK1dSqFAhZs2aRbt27axuu52dHbVr1yYsLIyQkBCzAZaDgwMODg5WDVHMy27evJmu/RRFISQkhKCgIFq1apW5jRJCCJEj7J9rzz3HmpSNvkjEgUUkvrQQG5us+cAq8gBFgRXtIeRoTrfEOs4vwZs/Z0mQldUB1uDBgzN8jMyYvlOqVCmqVq3K9evXOXv2rNFn9MTERAICAlI9xtKlSwGMatOm5Rq2bdumJbSrUKECy5YtY/ny5SxfvpxXXnkFgN69e9O+fXu2bt1qFGAtWbIEZ2dn/P39tVFt7733Hj169GDHjh188MEH2Z6DIU1zsBwcHHBxceHGjRtme7HUwMjNzc3iMdRJgpZ6wZ4+fWqU5AIMEbWvry8rV66kVKlSrFixwmxwdfv2bY4fP86NGzfMHvvx48cABb5qedIsMOmR3gBNCCFELqTTUbT1ewB0i91OwFnJHiskwE5ISODSpUtA1gVYmSEzpu8AvPPOOyiKwujRo9m3bx/R0dEEBwfz/vvvc/XqVcB0+ojq7NmznDhxAnd393R9Ad+rVy+jbOGNGjUC4Pnnn9eCKwBXV1fKli1rdlhlZGQkly9f1n53cHBgxYoV/PHHHzmS4C7NM/aaNGlCcHAwJ0+epFmzZkbrfv/9d3Q6HQ0bNrS4f9OmTdm6dSuHDx+ma9euRuv+/fdfHj16ZBI5+/r6sn//fvR6PcuWLaN69epmj71z506mTZtGnz59mDJlitG6mJgY/v77b4oUKZKr02xmBw8PD/R6PWFhYSnOw7IkowGaEEKI3KXIi714sOcLysXd5MovS1HqTTWqPSkKEJ3O0CNUwIcIXr16ldjYWMqVK2eSYVn1xx9/sGLFCs6fP8+NGzcYNWqUxex65qxatcqqIYIpHTMzpu8A+Pj4cOvWLRYtWmTUO1StWjUmT57MBx98YNIBovLz8wOgT58+KZ7DkuQZGtW2mkstX7hwYS0hm6pfv34sWrSI7t27U7t2bVq0aEGLFi1o3Lix1qOV3dIcYPXs2ZNNmzYxZ84cVq1apfUGBQQEcOzYMdq2bWtSiC2pDh06MHv2bLZt20b37t21HPmxsbFa/YFevXpp2y9ZsoT9+/dTpUoV1q5dm2IU2q5dO2bNmsVPP/1E3759tUmJT58+5euvv+b+/fsMGTJEezEWVLa2tsybNw8fH5807afT6dDr9VrWRiGEEPmErR02LUZD4Md0fLiJo5d9eclNypoUWDodOBTL6VbkKDWDYEoJLh49eoSbmxtdunTh66+/TvM5fvjhB6uSXKQUYGXG9B3VqFGjtIyBMTEx1KxZk1deeYWDBw8CUL58eZN9FEVh37592Nra0r59+1TPYY6l4M/a5BS+vr64urqyceNGTp06xT///MOyZcsoVaoUb7/9Nm+99Va62pURaQ6wGjRoQP/+/VmzZg3dunWjbdu2hIeHs3v3bsqVK8dHH32kbXv06FGOHTtG7dq1tQlvjo6OTJ8+nZEjR/LWW2/h6elJhQoVCAoK4sqVK3To0IHOnTsD8ODBA21MZ+3atdm4caPZNjVu3JjmzZuj1+t5//33+frrr+nVqxcdO3akRIkSHDlyhH///ZeGDRvi6+ub5icpP/L29sbPz49+/fql2m2c1Ny5cyXBhRBC5EPFmw8m5uB0qnKbnT//j5dGfZDTTRIix6jzr9zd3S1u07JlS1q2bAkY6kil1f79+9PXuCTU6TthYWHEx8eb9NhYM30nKWdnZ5MatGfOnAEwOwLszJkz3Llzh2bNmlGuXLn0XEKm6NatG926dSMqKoo//viDX3/9lW3btvF///d/VKhQwWTUXFZLV1L/SZMmUb16dTZs2MDq1aspVaoUXl5e+Pr6GnXnHTt2jAULFtCjRw+jjCIeHh5s2rSJRYsWceTIER49eoSLiwsfffQRAwcO1LY7e/asNrZ037597Nu3z2x7hg8fTvPmzQEYNGgQ1atXZ8WKFQQEBBAXF4eLiwvvvfdejqVqzK28vb1p2bIle/fuTXVbvV7PvHnzJEW7EELkVw7FiGv0FsWOzeLV22s4d2MYtauYnzgvRH6n9mDl5vlXqoxO3wH44IMPOHDgAAEBAUbzoRITE9mzZw9FixaladOmJvudOnUKwOS82SU8PJz169fj7OyMt7c3xYsXp02bNrRp04YGDRowceJE/vjjj7wRYOl0OgYMGMCAAQNS3G706NEWuzWfe+455s2bl+L+r7zySqq5/83x8PCQYWxWunPnTqrbvPDCC/z555/ScyWEEPlc6VajiP1jIS/YBLNo90ZqD307p5skRI7I6hpYmSmj03fA0MO1detWfvzxR6M5WDNmzODq1asMGzYMR0dHk/3Onj0LwIsvvph5F5QGxYoVY/ny5ZQsWZJWrVoZ1fEKCQkBzM/lymq5tyy1yBYpVfYuU6YMERERuLi4SHAlhBAFQdEyRD3fl0J/r6T+tVWERPTHuUzqBUOFyE/u379PeHg49vb2FhOr5SZpmb7z8OFD/ve//wHGc7veeOMNtmzZwrx58zh79izVq1fnzz//5Pjx4zRt2pR3333X7LnVIYiurq5Zd4EpcHR0ZPTo0cycOZNOnTrRrl07SpQowYULFwgKCqJq1ar07t0729uVpjTtIn9JTEzk9u3bJsuHDRtGYGAgixcvBgxvNEIIIQqGcu3eIwEbWtj8xc49u3K6OUJkO3V4YLVq1fLM1JJJkyYxadIkHBwcWL16NceOHcPLy0sbPqd6+PAhCxYsYMGCBUb7FylShDVr1tCnTx8uXLjAmjVrePDgARMmTGDZsmUWMwhGRERgY2NDhQoVsvT6UvL2228zZ84cqlevTkBAAKtWreLq1asMGjSIDRs2WKwRlpWkB6sAi4yM5OnTpybLBwwYwCuvvKJNvpQASwghCpBSLtxz7UKF4K1UPbeMe9FdKOtYsLPvioLlpZdeStcUlZxk7fQdvV5v8drKlCljUuYoNZbyI1hj2rRpTJs2zWR5s2bNLLbRUmIQLy8vvLy80t2WzCY9WAWYOjww+fA/tR5BqVKlAEM2RyGEEAVH+Q7vA/Ca7ihb9x/K4dYIkTvFxMRw7tw5zp07R1xcHHfu3OHcuXNagWJRcEmAVYCpAVbyYpIvvfQS/v7+Wpeq9GAJIUTBoqtUl9sVPbDVKRQ/+R2P4kxHOwhR0P311190796d7t27c+fOHTZs2ED37t155513crppIofJEMECbPv27QAmwwTDwsLw8fFh5cqVgOEbGnO1FYQQQuRfZdtPhB+C6KocwD/oFH3bNsnpJgmRq6Q0lE0UbNKDVUDFxcVpRZyTUxQFgE8//VRb9vDhw2xplxBCiNzBttor3C1Zl0K6eOIPf0d8QmJON0kIIfIECbAKIH9/f5ycnIiJibG4jaIohIaGarUUZJigEEIUMDodJTwNc7G6P93N7uP/5nCDhBAib5AAq4Dx9/fHx8eHu3fvWrW9mpZTAiwhhCh4HOp0IbJIVUroHnErcDGJiUpON0kIIXI9CbAKkISEBHx9fbUhgNYoUaIEIJkEhRCiQLKxoVDLcQB0ffwTB/4JzeEGCSFE7icBVgESFBREaKh1N0edToezszNVqlQBpAdLCCEKqqKN+xFlX55KukjO7V2e080RQohcTwKsAuTmzZtp2n7u3LmULl0akABLCCEKLLtCKC+9C0D7+xs4EWzdEHOR+6VlRIsQ+Vlm/1+QAKsAqVy5slXblS9fHj8/P7y9vbVaWDJEUAghCq4SLd7msY0jbjY3+H3XmpxujsggW1tbAOLj43O4JULkDrGxsQDY2WVOBSsJsAoQDw8P9Hq9SWHhpMqXL09oaCje3t4AlCpVCpAeLCGEKNAKl+DJi4MBaH5rNRdvSemOvMze3p5ChQrx4MED6cUSBV5CQgIREREUK1Ys0wIsKTRcgNja2jJv3jx8fHxM1qlB1+LFi3FwcNCWS4AlhMhLNm/ezI8//khwcDCFCxemRYsWjBs3DicnJ6v237VrFz/88AOXLl3CxsaG+vXr89Zbb9GsWTOTbWNiYliyZAl79+4lLCwMe3t7nn/+eQYPHoynp6fJ9h4eHty+fdvsefv3789nn32WtovNZqVbjyH+1BIa2Vxk4c8/UXPwwJxuksiAcuXKERYWRmhoKCVLlsTe3j7FL2CFyE8URSEhIYHHjx/z4MEDEhMTrR7pZQ0JsAoYb29v/Pz8GDx4MFFRUdpyvV7P3LlztZ4rVfHixQE4deoUBw4cwMPDQxtaIIQQucnMmTNZtmwZbm5u9OvXj5s3b7Jr1y4OHTrEpk2bcHZ2TnH/efPmsWjRIqpUqUL37t2Jj49n9+7dDBo0iKlTp9KzZ09t2+joaPr168eFCxeoU6cO/fr1Iyoqir179zJy5Ejee+89hg0bpm0fERHB7du3qVWrltngq169epn3RGSV4hV54O5DuQvreP7KCm7cf50qpYrkdKtEOqlZgu/evUtYWFgOt0aInGFra0vRokWpUKGCUQdDRkmAVQB5e3uzevVqfvrpJwYOHMiQIUPMBk7+/v7MmDEDMGQgbN26NXq9nnnz5pkEYkIIkZPOnTvHsmXLaNSoEatWrdJulF5eXowcOZKpU6eyePFii/tfunSJRYsWUbNmTTZu3EjRokUBGDZsGN27d+ebb76hQ4cOFCtWDIDvv/+eCxcu0KdPHyZPnqx98+/r60vPnj2ZN28eHTp0oGrVqlr7ANq3b8+IESOy7HnIauVee5/EC+tpbXOKxb8EMPz1LjndJJEBJUqUoESJEsTHx5OQkJDTzREiW9nY2GRZz60EWAVQQkICp06dAqBOnToWgysfHx+TsdlhYWH4+PhoSTCEECI3WLPGkHhh1KhRRt9Cenp60rRpUw4cOEB4eDgVK1Y0u//ff/9N5cqVefPNN7XgCqBKlSo0adKEgIAALl68yIsvvgjA7t270el0jB8/3ujmXLFiRfr27cu3337Lr7/+ysCBhmF0aoBVu3btTL3ubFe2Bned21Mh5Gcq/7WE+53aU6po5n3rK3KGvb099vb2Od0MIfINSXJRwPj7++Pq6sq1a9cAmDhxIq6urvj7+2vbpFSQWF3m6+vLvn37WLduHQcOHJBvvoQQOer48ePY2dnRuHFjk3XNmzdHURSOHDlicf9u3bpx4MABky+OEhMTCQ4OBgxzVlQDBw5k7Nix2jCrpNQALyYmRlumBli1atWy/qJyqfIdJgLgxWG2BB7N4dYIIUTuIz1YBYi1vVKpFSRWFIXQ0FCjeQQydFAIkVMSEhIIDg7GycnJ7Bh6FxcXAK5cuWL1MePi4rh06RLfffcdly5dwtvbG71er63v37+/2f0UReGXX34B4LnnntOWnz9/nqJFi/LLL7+wefNmrl27hqOjIy1btmTMmDEWe9ZyI51TQ+6Ua0b5u0cpdPw7nrz2MoXtZW6uEEKopAergLCmV2rs2LEkJCSkuSAxPAvSkvaECSFEdoiOjkZRFK1uX3Jqsp6kiX1SEhsbS926denRowd79+7F09OTL774wqp9165dy+nTp3F2dsbDwwOAJ0+ecPXqVR49esTChQupV68evXr1omLFivj5+dGzZ09CQkIsHjMuLo7o6GijHrGcVua1DwDonhjA1sNnc7g1QgiRu0iAVUBY0ysVEhJCUFBQutJUJg/ShBAiuzx69AjAYgYodblaSDI10dHRDBgwgDfeeIOaNWsSEBDAm2++mWqAtmvXLqZOnYqdnR3Tpk3T5rTcuXMHNzc3mjRpws8//8yXX37Jxx9/jJ+fH8OGDePOnTt88sknFo+7ZMkSGjVqZDb7YE6xrdmWe8VrUVQXS/Sh73iakJjTTRJCiFxDAqwCwtpeqZs3b1pVkNicpEGaEEJkl0KFCgEQHx9vdn1cXByAUfKKlJQtW5ZJkybx6aef8tNPP9G9e3eOHTvGvHnzLO6zdu1axo8fD8D06dON5oI5Ozuzbds2fvzxR0qXLq0t1+l0jBkzBicnJ44ePUp4eLjZYw8bNowTJ04QEBBgVfuzhU5H8TaG6+0et5M9f17N4QYJIUTuIQFWAWFtr1TlypW1gsRAulJXpmeIoRBCpJejoyM2NjYWe5jU5epQwbSws7Pjk08+QafTmQ1wEhMTmTZtGlOmTMHe3p558+bRuXPnNB1fzSxoaZigg4MDjo6OWor43MKhnjcPCjlRVhfFtYAlZoegCyFEQSQBVgGRWq+UTqczmjOgFiR2cnJK87kysxK2EEKkxsHBARcXF27cuGG2F+v69esAuLm5WTzG+fPn2bFjh9l5TiVKlKBkyZLcu3fPaHlcXBy+vr6sXLmSUqVKsWLFCtq1a2ey/+3btzl+/Dg3btwwe+7Hjx8DULhwYcsXmRvZ2mHvMQaALjH+HLxwK4cbJIQQuYMEWAVE0l6p5NSga+7cuUb1sLy9vQkODmbatGkAlC5dmnLlylkdpAkhRHZp0qQJ8fHxnDx50mTd77//jk6no2HDhhb3X7ZsGePHjycwMNBk3Y0bN7h//75WNBgMPVe+vr7s3bsXvV7PunXrzKaIB9i5cyf9+/dnyZIlJutiYmL4+++/KVKkCDVr1rTmUnOVos0GEWNXCmebO5z5eWVON0cIIXIFCbAKEG9vbzZu3GiyXK/XWywcvHXrVi0wi4yM5O7du2aHgVgK0oQQIjv07NkTgDlz5vDkyRNteUBAAMeOHaNNmzZUqlTJ4v5du3YFYP78+UZDDR89esSkSZMAeP3117XlS5YsYf/+/VSpUoW1a9dSvXp1i8du164d9vb2/PTTT5w/f15b/vTpU77++mvu379Pnz59tLlkeYp9ERKaDAOgbcR6Tl+PzOEGCSFEzpM6WAVM8+bNAbCxseGHH37AyckJDw8Ps0GRpbpZ5uj1eubOnSt1sIQQOaJBgwb079+fNWvW0K1bN9q2bUt4eDi7d++mXLlyfPTRR9q2R48e5dixY9SuXVvLzNeyZUt69erFxo0b6dixI+3atUNRFA4ePEhYWBgdO3bkjTfeAODBgwcsXboUgNq1a5v94gqgcePGNG/eHL1ez/vvv8/XX39Nr1696NixIyVKlODIkSP8+++/NGzYEF9f3yx+hrJOCY/hxB75ludtrjF/93rqD3s3p5skhBA5SgKsAkadRO3k5GSxUCakXDcrOR8fH9avXy89V0KIHDVp0iSqV6/Ohg0bWL16NaVKlcLLywtfX1+cnZ217Y4dO8aCBQvo0aOHUerzL7/8khdffJG1a9eyefNmdDod7u7uvPvuu/j4+Gg99WfPntVSw+/bt499+/aZbc/w4cO1L7UGDRpE9erVWbFiBQEBAcTFxeHi4sJ7773HkCFDLKaYzxOKluFR3QEUOrOMxmE/cOXOG1Qv75jTrRJCiByT7gBr8+bN/PjjjwQHB1O4cGFatGjBuHHjrE6KEB4ezsKFCzlw4AD379+ncuXKeHp6MmzYMEqUKJGh80VERLBw4UICAwO5e/cuVapUoWfPngwZMgQ7u4IdU6q1sJJ+2DAntbpZSZUrV06CKyFEjtPpdAwYMIABAwakuN3o0aMZPXq02XU9e/bUhhta8sorr3DhwoU0t8/DwyPfzlEt3XYsT8+soLnNPyzcs4ORA/rkdJOEECLHpGsO1syZM/+fvXuPa7r+Hjj+GuMuIipekIF4TbPMe1JSKl7QLBTIG+ati5UXtLK+aqbWt4t9NSWpvHSxUvOCK7toGgmGeSE107x0UUhFAhVDQWEw9vuD3xbIBtvcGOB5Ph48is/1vQljZ+f9PofZs2ej0WgYPXo0wcHBbN26tdJu9HppaWmGKnV33XUX0dHR1KtXj/fff58JEyaUawZpyf1ycnIYM2YMa9eu5Y477mDs2LF4eHiwaNEinnnmGWsebq2if75UKlWFx1lSar30egchhBC3oHoq/mk1FIDWv39A1hX5uyCEuHVZnM45ceIEq1atomvXrqxevdowrWHw4MFMnjyZV199leXLl1d4jf/85z9kZ2cTFxdHaGgoUNKkdvbs2ajVaj7//HNGjhxp1f3i4uI4deoU8+bNY/To0QDMmDGD6dOns337dnbs2MGAAQMsfdi1glarZc+ePWW+N5V5sqTUur7EsBBCiFuX78Dn4d3N9Ff8xKqEJCZFhDl6SEII4RAWZ7DWrl0LwJQpU8rMGe/Xrx89evQgKSnJZDd6gJ9//pmff/6ZiIgIQ3AFJVM7nnzySYYOHYqnp6dV99NoNGzatAk/Pz9DgAYlJcpfeOEFANavX2/pQ64V1Go1QUFBxMfHA7Bx40aCgoJQq9VGj6+sb1ZpEmAJIYSgcTsuNOuLk0JHw19WciW/fE8yIYS4FVgcYB04cABnZ2ej/T6Cg4PR6XTs27fP5PlJSUkADBo0qNy+5s2bs3DhQkO5XEvvd/z4ca5fv87dd9+Nk1PZh6ZSqQgMDOSnn35Cq9Wa9VhrC301wBvXVKWnpxMVFWU0yCrdN+vGIOvG7yXAEkIIAdBwwPMAPMguPt910MGjEUIIx7AowNJqtaSlpdG0aVOjFY8CAwMBOH36tMlr6HuAtGrVik8//ZQHH3yQO++8k969e7No0aIyb9Ytvd+pU6cA0wUcAgMD0Wg0ZhdvqA0qqgao3zZ9+nSjQad+ndyNhUQaNmxomH4JsgZLCCFECaegYC7W74ybogj2v0d+4a31gaYQQoCFAVZubi46nY569eoZ3V+3bl2AMk0ab6Sfzvff//6XN998kzZt2jBy5Eg8PT1ZtWoVEyZMQKPRWHU//X99fHwqPP7KlStG92s0GnJzc8nLyzM5/pqmsmqAOp2Os2fPkpycbHR/REQEaWlpJCYm0qNHD6CkaWbpgEwyWEIIIfTq9X8OgGHa7XydcrKSo4UQovaxqMiFvu+HqX4d+u03VgE0do3du3ezfv16OnToAJQEN9OmTSMxMZEPP/yQJ5980uL76QMja8e3YsUK4uLiTI69JjK3GmBFxymVSrKzszlx4gQAn332WZn9EmAJIYTQc2k3mMt1WlI/7zSXdq1AGxyL0qny9bxCCFFbWJTBcnNzA6Cw0PjCVX3mqXSRinI3/P+1UdHR0YbgCkqCn9mzZwPw9ddfW3U/c4+vU6eO0f2TJk3i4MGDJCQkmBx/TWNuNcCKjtOv4TKVmbx48aJVYxNCCFELOTnh2XsGAEMLtpBw5IyDBySEEFXLogDLy8sLJycnk2+09dv1U/GM0e+78847y+0LDAzE29ubM2fOWHU//VRCU1MA9cd7eRnvMO/q6oqXl5fJAKwmqqwaoEKhICAgwGTzy4rWcOlduHDhliscIoQQwjS3ziO56tqYJop/+D3h/Qr/hgghRG1jUYDl6upKYGAg58+fN5ol0gdGrVu3NnmNFi1aAKazTEVFRXh4eFh1v1atWpXZbux4T09PmjVrZnJ8tU3paoA30gddS5cuNdkPq7I1XADFxcUm13AJIYS4BTm7orhnMgCDr2xi7x9ZDh6QEEJUHYvLtHfv3p3CwkIOHTpUbt/evXtRKBR06dLF5Pn6QgmlG97q/f7771y7do3bbrvNqvt16NCBOnXqkJKSQnFxcZljz507x5kzZ+jUqZPJYKK2Cg8PZ/78+UZL18fHxxMREWHyXFus4RJCCHHr8Qp+lOvKurRyyuCn7WscPRwhhKgyFgdYkZGRACxZsqRMee6EhARSUlLo27cvTZs2NXl+WFgYDRs25MsvvyzTL6ugoIDXX38dgOHDh1t1Pzc3N4YMGcK5c+f45JNPDMdqtVoWLlwIlKz9upXoGwzPmzfPEHT6+PiwYMECUlNTKwyuwPw1XBX9mwshhLgFudVF02UiAPdfWMuv5/5x7HiEEKKKKHRWTIx++eWXWbt2LUFBQYSGhpKZmcm2bduoX78+69evN/Sh2r9/PykpKbRv355+/foZzk9OTmby5MkUFxfTr18/GjduTHJyMqdPnyYsLKzclDZz7weQnZ1NVFQU6enp9OnTh9atW7Nnzx6OHTvGoEGDWLJkicn1SKWvERwcXGbb3r17adCggaVPlUPpi1Pc+E+sf/yVZa+gJDgNCgoiPT29wjn0ubm5tWrtmhDCMWrL66891MjnJvcCmsW346rTEBuwhJhHJzp6REIIYTFLX38tzmABzJ07l7lz5+Lq6sqnn35KSkoKgwcPLhfspKSkEBcXV64qX0hICJs2bSI0NJR9+/axfv16lEols2bNYsmSJVbfD6BBgwasX7+eqKgojh49yieffEJ+fj4zZ87kzTffrDS4qi1upsFwaaXXcFX03OkrNAohhBAGXo3IbT8CgLv+Ws2ZS9ccPCAhhLA/qzJYtV2N/JTwBklJSfTp06fS4xITE+ndu3elx6nVamJiYkwWvFi1ahWPPfaYpcMUQogyasPrr73U2OcmO5Xit7vgRDHv3LaayaOGOXpEQghhkSrJYInqz9bFKSIiIoxmF/WeeOIJ1Gq1WdcSQghxC2nQguzmgwAIPLGKi7kFDh6QEELYlwRYtZQtGgyXptVqmTFjRoXHmDPlUAghxK2n4cDnARik2Iv6+/JVhIUQojaRAKuWutkGwzeqrB+WTqfj7Nmz0g9LCCFEOYpmnbjY+B6cFcV4/byc3IIiRw9JCCHsRgKsWupmGwzfSPphCSGEuBn1B7wAwDDdTr7YfdixgxFCCDuSAKsWi4iIID4+nvr165fZbk6D4RvZesqhEEKIW4uy1f1ke9+Oh0JD/o8r0BQVO3pIQghhFxJg1XLh4eH07dsXgB49epCQkGBWg+EbVTblELBoyqEQQohbjEJB3X7PARCp3crXB/5w8ICEEMI+JMCqxdRqNUFBQWzevBko6Us2fvx4tmzZYvG1zOmHZcmUQyGEELcelzuGkuMRQH1FLhmJKykulk4xQojaRwKsWkqtVhMVFVWuMEV6ejpRUVFWlVTXTzn09/cvt2/y5MkWZ8WEEELcYpyUuN4XA0B4/hcs33mSLYfT2XvqEloJtoQQtYQEWLWQVqslJiYGYz2k9dusLakeERFBWloaiYmJrFu3jl69egHQoUOHmxu0EEKIW4JHt0fIUdZHpbjIHzs/Jmb9YUat2kevhTv59lcplCSEqPkkwKqF7F1SXalU0rt3b0aNGkVgYCAA+fn5Vl1LCCHEreXb3y6zIn8AAJOcvwZKPvj7Oyefp9YckiBLCFHjSYBVC1VlSXUPDw8Arl+/ftPXEkIIUbtpi3Us+Oo4a7T9uKrzoJ3TWfo4HQb0YRYs+Oq4TBcUQtRoEmDVQlVZUl0CLCGEEOZKSc0mIyefK9Rhnbakwu2Tzl8Z9uuAjJx8UlKzHTRCIYS4eRJg1UKVlVRXKBQ2K6nu7u4OSIAlhBCicllX/51O/mHRIDQ6JXc7naS74qTJ44QQoqaRAKsWKl1S/Ub6oMtWJdX1GSxZgyWEEKIyjeu6G/4/kwbEa+8HYJ7LJzhRbPQ4IYSoaSTAqqX0JdW9vb3LbFepVMTHx9uspLpMERRCCGGuHi0a4FfPHf38isVFD3NF58kdTmmMVCaiAPzqudOjRQNHDlMIIW6KBFi1WEREBI899hgAgwcPJjExkdTUVJv2q5IASwhRnWzevJlhw4bRuXNngoODee6550hPTzf7/K1btzJy5Ei6detGjx49ePzxx9m/f79N7pednc0rr7xC37596dixI2FhYaxatYqioiKLH2dNpXRSMO/B2wFQAJeox+KihwGY6byBelxl3oO3o3QyPsVdCCFqAgmwarlr164B0KNHD3r37m2TaYGlyRosIUR1sWjRImbPno1Go2H06NEEBwezdetWIiMjOXv2bKXnx8bGMmPGDDIzMxk6dCiDBg3il19+Ydy4cWzevPmm7peTk8OYMWNYu3Ytd9xxB2PHjsXDw4NFixbxzDPP2Ow5qAnC7vDjvTFdaFqv5O/HGm0/ThQHUF+Ry/Ou8XQPkuyVEKJmc3b0AIR95ebmAuDl5WWX68saLCFEdXDixAlWrVpF165dWb16Na6urkBJ9n7y5Mm8+uqrLF++3OT5f/75J++++y5t2rRh48aNeHp6AjBp0iSGDh3K66+/TlhYGHXq1LHqfnFxcZw6dYp58+YxevRoAGbMmMH06dPZvn07O3bsYMCAAXZ5bqqjsDv86H97U1JSs8m6mk9R3kL4bjQjFQm8u+UrpkRHOXqIQghhNclg1XJVFWBJBksI4Uhr164FYMqUKYZgB6Bfv3706NGDpKQkMjMzTZ5/7Ngx/Pz8mDhxoiG4AmjWrBndu3fn6tWr/PHHH1bdT6PRsGnTJvz8/Bg5cqThWKVSyQsvvADA+vXrb+bh10hKJwXBrRoS3smfO+99gItBQ3BS6Oj520JOnM9x9PCEEMJqEmDVchJgCSFuBQcOHMDZ2Zlu3bqV2xccHIxOp2Pfvn0mzw8PDycpKancGtXi4mLS0tIA8PX1tep+x48f5/r169x99904OZX9s6tSqQgMDOSnn35Cq9Wa/XhrI99hb5KvcKeb0+8kblqGTifNhoUQNZMEWLWcvQMsFxcXADIyMkhKSrrl3yAIIaqeVqslLS2Npk2blskm6QUGBgJw+vRps6+p0Wg4fvw4MTEx/Pnnn0RERKBSqay636lTpwAICAgweq/AwEA0Gg3nzp0zOZbc3Fzy8vLMHn+NVM+f/OCS9WgPZ6/k+19OOXhAQghhHQmwarmrV68C9gmw1Go1Y8eOBeDs2bP06dOHoKAg1Gq1ze8lhBCm5ObmotPpqFevntH9devWBf59PaxMQUEBd955J8OGDWPHjh3069ePl19+2er76f/r4+NT4fFXrlwxun/FihV07dqVfv36mTX+msyn73Sy3QNopMjh4tcvU1AkH9oJIWoeCbBqOXtlsNRqNVFRUVy4cKHM9vT0dKKioiTIEkJUGX21VGPZpNLbCwoKzLpebm4uY8aM4ZFHHqFNmzYkJCQwceJEQ6Bk6f30mSdrxzdp0iQOHjxIQkKCWeOv0Zzd8HhoEQCRhV/zxY6dDh6QEEJYTgKsWk4fYOk/IbUFrVZLTEyM0fnx+m3Tp0+X6YJCiCrh5uYGQGFhodH9Go0GoEzxioo0bNiQuXPn8uKLL/LFF18wdOhQUlJSiI2Ntep+5h6vr1B4I1dXV7y8vEzur208bg8jvUkfXBRaAvcv4MIVqVIrhKhZJMCq5eyRwUpOTja5VgBKgqyzZ8+SnJxss3sKIWq23NxcvvrqK2bNmsWQIUPo2bMnt99+O507d+aBBx7gueeeY8uWLVYVzPHy8sLJycnkFED9dms+aHJ2dmbOnDkoFApDBsnS++mnEpqaAmjPqdw1ld/wJWhwIVhxlO2bVzp6OEIIYRHpg1WLFRYWGqac2PIPd0ZGhk2PE0LUXhcuXGDFihVs3ryZ/Px8dDodTk5OeHl50ahRI65cucKpU6c4deoU33zzjaEyqSVcXV0JDAwkPT2dwsJCQ/EdvTNnzgDQunVrk9c4efIkf/75J3369CmXKfL29qZevXpcunTJqvu1atWqzPYbnTlzBk9PT5o1a2buQ671nBq24MJdT+L/yzL6pMVy/Mxwbg9s6uhhCSGEWSSDVYuVrjhlywDLz8/PpscJIWqnjz/+mIEDB7J+/XqCg4OZP38+n3/+OYcPHyYlJYVdu3bx888/88svv7Bhwwaee+452rVrZ9W9unfvTmFhIYcOHSq3b+/evSgUCrp06WLy/FWrVvHss8+SmJhYbt/58+f5559/aN68uVX369ChA3Xq1CElJYXi4uIyx547d44zZ87QqVMnlEql2Y/3VuD/wGyynZvgr7jI8Y0LpGy7EKLGkACrFtNPO3FxcTG5uNoaISEhqFQqFAqF0f0KhYKAgABCQkJsdk8hRM0yfvx4YmNjmTBhAj/88APvvvsuI0aMoH379uVej9zc3Ljrrrt49NFHiYuLs+p+kZGRACxZsoT8/H/X7CQkJJCSkkLfvn1p2tR0BuShhx4CYNmyZWWm/l27do25c+cC8PDDD1t1Pzc3N4YMGcK5c+f45JNPDMdqtVoWLlwIQHR0tFWPu1Zz9UQ34L8APHh1Ez/s/8nBAxJCCPNYPUVw8+bNrFmzhrS0NNzd3bn33nuZMWMG/v7+lZ6blpbGwIEDTe6PjY0lLCwMgNtuu63S6w0bNow33njD8H1ISAhZWVlGj42Ojuall16q9Jq1gb0qCCqVSmJjY4mKikKhUJT5VFEfdC1dulQ+jRXiFubn58eiRYvKNOe1p86dOxMdHc3atWsJDw8nNDSUzMxMtm3bhq+vL7NmzTIcu3//flJSUmjfvr2h9Pn999/P8OHD2bhxI4MGDaJ///7odDp++OEH0tPTGTRoEI888ohV94OSwj+7d+/m9ddfZ9++fbRu3Zo9e/Zw7NgxBg0aRGhoaJU8TzVNw+4P89ePK2me8xNO380mv+t23F3kb4sQonqzKsBatGgRq1atonXr1owePZqMjAy2bt3K7t272bRpk8lminonTpwAIDQ0lPbt25fbX3qe/JQpU4xeQ6fTsXr1avLy8ujZs6dhe3Z2NllZWbRr185oz5COHTua9RhrA3tUENSLiIggPj6emJiYMgUvVCoVS5cuJSIiwub3FELUHK+//nqV33Pu3Lm0bNmSDRs28Omnn+Lj48PgwYOJiYkp83cpJSWFuLg4hg0bVubvxCuvvEKnTp1Yt24dmzdvRqFQ0LZtW5566inDB0rW3A+gQYMGrF+/ntjYWJKSktizZw8qlYqZM2cyduxYkzMCbnkKBY2GL6Vo1X2EaH/i6y/XMCRynKNHJYQQFVLoLJzUfOLECYYOHUrXrl1ZvXq1YapHQkICkydPpk+fPixfvrzCayxZsoTly5ezdu1aunXrZtXAP/jgA958801GjBhRpgHkjz/+yMSJE4mJieHpp5+26trZ2dkEBweX2bZ3714aNGhg1fUcJTExkb59+3L77bdz7Ngxu9xDq9Xy9NNPs3LlSvr168e3334rmSshhNVqy+uvPdzKz83vn8bQ9tRq0nR+eE7fT+P6xps8CyGEPVj6+mvxGqy1a9cCJZml0vPo+/XrR48ePUhKSiIzM7PCa5w4cQKFQmH1Yubff/+dJUuW4O/vz3/+859y1waMZsZuNfaaIliaUqmkd+/eQEnVQgmuhBCmXLp0iZUrV5b5/tFHH6Vjx4488MADRgtMCAHQOuplsp3qE6TI4MD6Vx09HCGEqJDFAdaBAwdwdnY2mnkKDg5Gp9Oxb9++Cq9x4sQJVCqV1W/8X3/9dQoLC5k9e3a5xpH6AMva4K02qYoACzBMhTl79qxd7yOEqLn++usvBg8ezJIlSwwfws2fP58ff/wRZ2dn0tLSmDJlCr/++quDRyqqIyePeuTcW1Js5P6/V3Pyt5MOHpEQQphmUYCl1WpJS0ujadOmRqvSBQYGAnD69GmT19CvkWrcuDFvvPEG/fv3584772TgwIHExcUZOtqbop+73qVLF6NrrE6ePImnpyffffcd4eHhdOrUiV69ejFnzpxKM2u1TVU1r9QHWOfOnStXglgIIQDee+89rl69yrRp06hXrx7Z2dns3LmTVq1a8eOPP7Jt2zbq1KnDp59+6uihimqqRd+JnPa4gzqKAi59/ryUbRdCVFsWBVi5ubnodDpDV/ob6YspmOpuD3D8+HEADh48SFJSEn379mXYsGFoNBqWLVvGhAkTKgyy9NNLJk2aVG5ffn4+qampXLt2jXfeeYeOHTsyfPhwmjRpQnx8PJGRkRVmWTQaDbm5uWX6R9VkVZXB0jfH1Gg0rFixgqSkJLRarV3vKYSoWfbu3Uvfvn156qmncHd3Jzk5Ga1WS3h4OB4eHgQGBjJw4ECOHj3q6KGK6kqhwGvYEop1Cu7N38W+nV86ekRCCGGURVUEr127BmCyp5J+e0FBgclr5ObmEhQURM+ePZk7dy7Ozs6Ga0+ePJk9e/awcuVKo9UDjx49ysGDB2nbtq1h3U9pFy5coHXr1nh7e7Ns2TLq168PlFQcXLJkCStWrGDOnDll+pCUtmLFCqt7sFRHVRVgffXVVzg5OVFcXGwoLKJSqYiNjZVqgkIIoGT2QqtWrQzf79mzB4VCwT333GPY5uPjY/g7I4Qxjdv24Be/CO76ezONds8lv1cY7m5ujh6WEEKUYVEGy+3/X8QKCwuN7tdnnm5cF1VaWFgY27dvZ8GCBYbgSn/OvHnzgJI37MbEx8cDMHLkSKP7AwIC+PLLL1mzZo0huIKS3kzTpk3D39+f/fv3m5wqOGnSJA4ePEhCQoLJ8dck9izTrqdWq4mKiio3NTA9PZ2oqCjUarXd7i2EqDkaNWrEpUuXDN//+OOPeHt706FDB8O2U6dOVVnfLFFztR25kBy8aK37i5RN/3P0cIQQohyLAiwvLy+cnJxMTgHUb7f2DX1QUBDe3t5Gp/HpdDq+//57lEplhU2KTXF2djZUFjQ1TdDV1RUvLy/q1Klj8fWrI3tnsLRaLTExMUbnweu3TZ8+XaYLCiG4/fbb2bFjB/v37+fdd9/l4sWL9OnTx9D/6euvv2bXrl106tTJsQMV1Z6HTyNSOz4DQKc/3iHrbymwJISoXiwKsFxdXQkMDOT8+fNGs1hnzpwByjYKvlFqaip79+41us6puLiYgoICQ6astCNHjnDhwgW6detm8hPOrKwsDhw4wPnz543uv379OgDu7u4mx1eb2DvASk5OLtNk+EY6nY6zZ8+SnJxsl/sLIWqOqVOnolAoGD9+PG+//TYeHh48/vjjAPz3v//lueeew8vLi7Fjxzp4pKImuCs8hlPOrfBWXCN1/QuOHo4QQpRhcZn27t27U1hYyKFDh8rt27t3LwqFgi5dupg8f+HChYwfP55du3aV23fkyBEKCgro2LFjuX0///wzAHfffbfJa3/zzTdER0ezYsWKcvvy8vI4duwYHh4etGnTxuQ1agutVmuo5nj+/Hm7ZJEyMjJsepwQova67bbb2LhxI+PHj2fChAls3LjRsCarTZs2PPDAA6xfv95QjVaIiiiUzmgHvgnA3f98wx+Hkhw7ICGEKMXiACsyMhKAJUuWkJ+fb9iekJBASkoKffv2pWnTpibPf+CBBwCIi4szZFgALl++zMsvvwzAuHHjyp2nryxV0fSR/v374+LiwhdffMHJk//2yCgqKuK1117jn3/+YeTIkUYzZLWJWq0mKCiIH3/8ESj5twoKCrL5eig/Pz+bHudoWq2WpKQkPvvsM6mEKIQdNG/enBdeeIEXXnihzAddI0aMYPHixbRo0cKBoxM1Tdvu/fip3v8vGdg6E12xvGYLIaoHi6oIAnTu3Jno6GjWrl1LeHg4oaGhZGZmsm3bNnx9fZk1a5bh2P3795OSkkL79u0NPauGDBnCjh072LFjB4MGDaJ///5oNBqSkpK4cOEC48ePp2/fvuXuq59+GBQUZHJsKpWKmTNn8tprrzF8+HAGDRqEt7c3+/bt4/fff6dLly7ExMRY+pBrFH3RiRvXRemLTsTHx9ussl9ISAgqlYr09HSj67AUCgUqlYqQkBCb3M+e1Go1MTExZaY8SiVEIYSo3pqPWETuih9oU/Q7h796h07h0xw9JCGEQKGzolOfTqdj7dq1bNiwgbS0NHx8fLj77ruJiYkxNJ0FWLZsGXFxcQwbNow33njDsL24uJjPPvuM+Ph4Tp06hVKppF27dowZM8aQ4bpRaGgo58+f58iRI7i4uFQ4vuTkZD788EOOHDmCRqMhMDCQhx56iAkTJpgsMV9adnY2wcHBZbbt3buXBg0aVHquI2m1WoKCgkyui9IHPKmpqSiVSpvcUx/QAUaDrM2bN1f7AMVUUKpffK8PSrVaLcnJyWRkZODn50dISIjNnkcharuioiLef/99tmzZQnp6uslqtAqFolz2uCa8/laFmvq3yd6SP55HSOpSLuONxzOHcfdu6OghCSFqGUtff60KsGq7mvpHLCkpiT59+lR6XGJiotE+YtZSq9U88cQTZUowAzRs2JCVK1dW6wDL3KD0rbfeYsaMGZLhEsJKsbGxvPfee0DJa4OpqdrFxcXl1m3WhNffqlBT/zbZ2/Xr+fz9Zlda6M5xuNkIOj2x0tFDEkLUMpa+/lo8RVBUX44sOpGdnW10m62nJdqauZUQH3744XL77DHtUoja6quvvqJJkyZ88sknNG/e3ORxxv6ICVERDw93Mu5ZQIsfH+XO9I1c/HMSvq27OnpYQohbmMVFLkT15YiiEzW9F9bNBJs14fEJUV1cvHiRBx54oMLgSghrBfeLZK/bvSgVOnLUM0Am5wghHEgCrFpEX3RCv3boRgqFgoCAAJsWnajpvbBuNtis7o9PiOqiVatWZGVlOXoYopZSKBTUC3+T6zpXWl37hdRdnzh6SEKIW5gEWLWIUqkkNjYWoFyQpf9+6dKlNi3MUNN7YVUWlJqruj4+IaqLp556im+//Za9e/c6eiiilrr99jtIavwIAN4/LEBXcNXBIxJC3KpkDVYtExERQXx8PE8//TSZmZmG7SqViqVLl9p8rVBN74WlD0qjoqJQKBRGpzqao7o+PiGqi379+jFu3DgmTpxI+/btCQwMNFrVVaPROGB0orboMuolzsR+TWBxJn/Ez6dN9GJHD0kIcQuSAKsWioiIoF69evTr149mzZqxdu1au5UUrw29sPRB6aOPPso///xj0bk14fEJUR0kJiby8ccfo9PpOH78OMePHzd63M1mk8WtrUkDH76+4wUCjz1D0B+ruZ7xOB5+7Rw9LCHELUYCrFrqypUrADRv3tymJdlvVFEGyF7TEu0hPDycp556yqpza8LjE8LR3n77bYqLi3n88cfp2rUrnp6eRo+7cuUKkydPruLRidqkX/g49p5YQ3DxIdI3Tido2jaQwF0IUYUkwKql9JkYHx8fu99LnwGKiYkp1yfKHtMS7SE5OdniBfjSB0sI850+fZqHHnqIZ599tsLjjLV8EMIS7q7O5Pd7jYLtQwi6vJdLh7bQsOtQRw9LCHELkSIXtVRVBlhQEmSlpaUxevRow/epqak1JviwtEiFSqUiLS2txjw+IRzNx8enyl6PhOgd3JOtXiWvz7pv/wOF1x08IiHErUQCrFqqqgMsKJku2KlTJwA8PT1r1LQ5S4tU+Pj41KjHJ4SjDR48mB07dpCbm+vooYhbgEKh4LaHF5Cha4BvYQbpW9909JCEELcQmSJYS12+fBmo2gALoH79+mXuX1OEhITg5eVV4Zs/JycniouLAbh6Vcr/CmGJ8ePHs3//fiIjIxkxYgTNmzc3ug5LfreErdwe1Iy1AVOJPrcA35/jKA4Zj1MDaXQthLA/CbBqKX0GSx/wVJUGDRoANS/A0mffdu/ebfIYfXAF8iZQCEvdf//9hkI4//vf/xw9HHGL6D/8KVIWb6KH4jjpm57Ff1K8o4ckhLgFSIBVSzliiiDU3AwWgIuLC1ASJFa20P7q1atotVqSk5PJyMjAz8/PbqXwhagNhg4dalYJ9oKCAr755psqGJG4FTT29mBn95fo8tNo/DO+I/+3BNxv6+foYQkhajkJsGopCbDKqygg0mq1nDp1CoBZs2ah0WiYM2eOyWsVFhbSvHlz0tPTDdukqqAQpr3xxhtmHZednS0BlrCpoQMH8PnhQTxc9A15XzyL+7M/gXP5JtdCCGErUuSilnJ0gJWdnW208bCjqNVqgoKC6NOnD6NHj6ZPnz4EBQWhVqsN+86cOQPAzJkzWbZsWaXXLB1c6b+PiopCrVbb5TEIUZPcd999zJ07l4SEBPLy8hw9HHELc3dR4jNoHhd13jS8nsY/u+IcPSQhRC0nGSw7cfT0MX0GyVFrsDQaDdevXzfZTLQqqdVqoqKiygV86enpREZGGj3n77//tvg+Op0OhULB9OnTCQ8Pl+mC4pY2YMAAkpOT2bRpEy4uLnTp0oXevXtz33330apVK0cPT9xi+nVpy/IfHuWpnCW4/fg/6DEa6jZ19LCEELWUBFh2oFarjTbdrcrpY47KYHl5eaFUKtFqtVy+fNnhAZZWqyUmJsZoNs0eGTadTsfZs2dJTk6md+/eNr++EDXFiy++CMCZM2dITEzkhx9+YOnSpbz55pv4+flx33330bt3b3r27Im7u7vN7rt582bWrFlDWloa7u7u3HvvvcyYMQN/f3+zzt++fTtr1qzh2LFjaDQa/P39CQsLY9KkSWVez2677bZKrzVs2LAyUyNDQkJMNjSPjo7mpZdeMmuMwnIKhYL7hsdweMWXdOIUF7/4D76PrHb0sIQQtZQEWDZWUbYkKiqK+Ph4uwdZRUVFhnLjVR1gKRQK6tevz8WLF7l8+bLZb2rsJTk5uUygW1UsbVxcUzg6MytqnsDAQMaNG8e4cePIz89nz549JCcn88MPP7B+/Xrc3Nzo1q2bIbtVt25dq++1aNEiVq1aRevWrRk9ejQZGRls3bqV3bt3s2nTJgICAio8Py4ujmXLluHj40NYWBheXl7s37+f5cuXk5yczJo1awxB1pQpU4xeQ6fTsXr1avLy8ujZs6dhe3Z2NllZWbRr145+/coXWejYsaPVj1uYp4N/feLavEDHPyfhe+pzitMm4RQU7OhhCSFqIQmwbKiybElVTR/Lyckx/H+9evXsdh9TSgdYjrZlyxaH3NfSxsU1QXXIzIqazd3dnb59+9K3b18ATp06RVJSEj/88AMLFy7ktddeQ6VSWXXtEydOsGrVKrp27crq1atxdS0pYjB48GAmT57Mq6++yvLly02en5qayrvvvoufnx/x8fH4+voCJe0Z5syZg1qt5v3332fatGkATJ061eh1PvjgA/Ly8hgxYgRDhw4tMz6AgQMH8vTTT1v1GMXNGzF0KJ8vWk8kO8lRT6f+9D3gJB8SCSFsS4pc2FBl2ZLS08fsST89sE6dOobS41VJv+5r165dfPbZZyQlJaHVaqt8HFqtljVr1lTpPRUKBQEBAYSEhFTpfe1Nn5m98edbCnuIm9GqVSseffRRPv74Y/bv309sbCydO3e26lpr164FSjJL+uAKoF+/fvTo0YOkpCQyMzNNnr9jxw60Wi0TJ040BFdQ0mBcH1QlJiZWOIbff/+dJUuW4O/vz3/+858y+/QBVvv27S17YMKmGtV1I7fXHHJ0ntS/cpKC/R84ekhCiFpIAiwbMndamL2nj128eBEANzc3hwQ3Go0GgLlz55ar2FeVkpOTDc9FVdD3+Fm6dGmtmjZnzjq26dOnOySIFtXXTz/9ZNHxderUYcCAAeUCE3MdOHAAZ2dnunXrVm5fcHAwOp2Offv2mTy/S5cuTJs2jXvvvbfcPn3AVlk1xNdff53CwkJmz55dbv2pPsBq165dpY9F2NfIPp35yC0agOLvX4FrFfc9FEIIS0mAZUPmTguz5/QxtVrNkCFDgJI5/1Ud3KjVag4fPlxuuyMyHVU9PdDX15cNGzbUuuly1SUzaw6tVktSUpJNMqcVXcuW96mtnnjiCWJiYvjrr7/sfi+tVktaWhpNmzYtk73SCwwMBOD06dMmr9G9e3cmT55stMLht99+C1Rc2CIpKYk9e/bQpUsXo2usTp48iaenJ9999x3h4eF06tSJXr16MWfOnAoza8L23JyV3P7gdE4UB+BRdIXcrVJcRAhhWxJg2VBISAgqlcqQybiRvaeP6adx3Zi1qargRp/pMKaqMx1qtZqlS5fa/T6lXbhwgWeeeabWTZerLpnZylTU68yW17LlfWqzL774ggsXLvDAAw8wefJkEhISuHbtWoXnZGdns3XrVovvlZubi06nM7nmVF844+rVqxZf+/z584a+eKNHjzZ53MqVKwGYNGlSuX35+fmkpqZy7do13nnnHTp27Mjw4cNp0qQJ8fHxREZGcvbsWZPX1mg05ObmSj8xG+p/hz+bGpf8vfL8dQ2cP+zYAQkhahUpcmFDSqWS2NhYoqKijO7X6XS0a9eOefPm4evrS6NGjWjUqJHh/319ffHw8LDq3tWhwIYlmQ57ljCvKNAz17PPPsv69evLNROuzLlz54iMjGTjxo08/PDDNzWGqlRRdcDqkJmtjC2rd1rTN83aKqFVXZWxKu/XvHlz1q5dy7p163j//ffZuXMnSqWSli1b0qZNGxo0aICHhwdXrlzh8uXL/Pbbb1Znu/SBm7HsVentBQUFFl03KyuLiRMncvnyZUaMGEFwsPGKc0ePHuXgwYO0bdvW6GvbhQsXaN26Nd7e3ixbtsywTlWn07FkyRJWrFjBnDlz+OSTT4xef8WKFcTFSXNcW1IoFDwcOYIv31XzkHIPVz+fQd2nvgcn+dxZCHHzJMCysYiICOLj45k2bZrRN+ffffcd3333ncnz69SpYzL4MvZfHx8fnJycqkVwY+6UPHtnOm62NLtCoWDjxo189NFHDBgwwKprjBo1CoVCYTLYrk4qqw6oz8ymp6eb7B3WsGFDhxX2sOWHC9b2TdPve/LJJxkyZIjJN/qlVXVVRkdUgVQoFERHRzNixAi++uortmzZws8//8zvv/9e7lgXFxd69OhBv379+O9//2vRfdzc3AAoLCw0ul+/LtSSvnynT5/m8ccf59y5c4SGhjJ37lyTx8bHxwMwcuRIo/sDAgL48ssvy21XKBRMmzaNr7/+mv3795OZmUmTJk3KHTdp0iQmTJjA5cuXjU4/FNZp7+fNljtnEnpsJHUvHKL4l/U4dTadpRRCCHNJgGUHERERhIeH06JFC86ePcvTTz9NSEgIly5d4uLFi1y4cMHwX/3/X7x4kcLCQvLy8sjLyzP7k1ylUknDhg3NekMHJU0/7cGSin32znTcbACnD0Z/+OEHq6+h1Wp5+OGH2bx5c7Vek2Vu5ic2NtZk9gbg0qVLbNmyxSGP1ZYfLtxscH7hwgVUKhXLly+v8Lmo6n55ju7P5+zszLBhwxg2bBgajYbff/+dS5cukZOTg7u7O35+frRp0wZ3d3eys7MtDrC8vLxwcnIyOQVQv93cHlv79u1j2rRp5OTk8OCDD/L666+brMiq0+n4/vvvUSqVDBw40KJxQ8lz0759e9LT0zl79qzRAMvV1RVXV1dDoChs5/HB97LyWCQzWEfBthc56h5MRoErjeu606NFA5ROxqf8CyFERSTAshOlUkmTJk04e/YsgwcP5oEHHqjweJ1Ox5UrV8oEXzcGYTf+98qVK2i1WrKysswe17hx45gyZUq5TFhFWbJ69eqZXFemZ27FvkaNGtk901GdelDdzLRMe0znKn3Nxo0bm535CQ8Pp2HDhly6dMnodW92Cqp+XOnp6Vy4cIFGjRrh7+9v1mO25RoxW2RXL1y4UGHQUtXTec3JysXExNi9P5+eq6srd9xxh82vGRgYSHp6OoWFheWCIf0HS61bt670Wl999RWzZs2isLCQxx57jOeee67C178jR45w4cIF7r777jLl3UvLysrizJkzNGvWjGbNmpXbf/36daCkT5ioWg293PDuE8OpnYm00mTwy9rZvFo0BgC/eu7Me/B2wu6oPn9ThBA1gwRYdlSnTh2g8tK+UPIGtV69etSrV8+sNwFQsp7g0qVLXLhwgb///pvRo0eTnV15udmrV69y9epVUlNTzbqPs7NzpVMVjxw5Yta1oqOj7f4mzpwpbebo3bs3q1evvqnr3Jg5MTdossd0LmPXrMiN1QFNBVc3HmvpFNSKxmXOY/7jjz/Muo85gbctg3NTQZK1GTdzfnaMHWNOVu7cuXO8+uqrvPRSza2m1r17d9LS0jh06BB33313mX179+5FoVDQpUuXCq+xdetWnn/+eQDmz5/PqFGjKr3vzz//DFDunqV98803vPHGG4wcOZIFCxaU2ZeXl8exY8fw8PCgTZs2ld5P2F7j+t68XDSWj10XMl65nQ3a3vypU/F3Tj5PrTnEe2O6SJAlhLCIBFh2ZEmAZQ03NzfDJ6J33XUXq1atMjoNSP/p68aNGwkNDTWZETOWLcvNzaWoqIi///6bv//++6bHfP36dVavXl0uQKtbt26lWTJzVVRsRKFQoNPp8PLyIjc31+j5CoUClUpF7969DdfRn2cNfVbE3KDJ1tO5tFotr776KvPmzbup8dv6WHPGde7cuQofs1qtrvRx6f89zcmc2io4ryjgtCbjVtHPTnh4OMnJyWzZsoW1a9dy4cKFMsd06tTJrPvNmzePO+64wyZTBau6eAdAZGQkmzZtYsmSJaxevdqQDUpISCAlJYXQ0FCaNm1q8vzU1FRmz55NcXExCxcuZOjQoWbd9+jRowAVPs/9+/dn8eLFfPHFF4waNcrQC6uoqIjXXnuNf/75hwkTJhjWkomqoy3W8drWE2QU38UObVcGKA/yX5ePGK2ZQzFOKIAFXx2n/+1NZbqgEMJsVgdYmzdvZs2aNaSlpeHu7s69997LjBkz8Pf3r/TctLS0Cueqx8bGEhYWZvh+yZIlLF++3Oixnp6ehk8Q9bKzs3nnnXdITEzk4sWLNGvWjMjISCZMmICzc9XFlPYOsG6kL7ARHR1Nfn6+YbtKpWLp0qWGN07169enbdu2Zl3z+vXrhixZZVMWT548SXFxcYXXW7FiBStWrCi33dXVFV9fX7MLfPj6+lb4b6l/Lh599FH++eefcs/F8ePHjS5av7FZsP46lmR+bvTHH3+YHTTZevqYWq02WXDFkvHfd999Zh2bmZmJRqNhz549hjfX99xzT5nvQ0JC2LJli9nj0ul0RotHWFIt0tzmz6WD8xuDamuCbGOPz9wsWePGjYHKqxp6e3tz5coVo9c4d+6cRT+3tpia6IhiGgCdO3cmOjqatWvXEh4eTmhoKJmZmWzbtg1fX19mzZplOHb//v2kpKTQvn17Q9GIuLg4rl+/jr+/P2fPnjWUZi/Ny8uLCRMmlNmmn34YFBRkcmwqlYqZM2fy2muvMXz4cAYNGoS3tzf79u3j999/p0uXLjdd+VRYJyU1m4yckr+XLxc9Qi+nX+npdILJyi9Ypo1AB2Tk5JOSmk1wq4aOHawQosawKtpYtGgRq1atonXr1owePZqMjAy2bt3K7t272bRpEwEBARWer+9oHxoaSvv27cvtv3GK3IkTJ1AoFDz99NPlshw3zrXPyclhzJgxnD59mgEDBhAYGMiPP/7IokWLOHr0KG+//bY1D9kqVR1gQUlgERwcTGJiIpMnTyYqKuqmPj328PBApVKhUqkqPVatVldYCGHIkCH4+PiUC8yuXbuGRqPh/PnznD9/3uyx1a9fv9Kpi+Hh4Xz88cf07t2bl156ifvuuw+lUknnzp2NBlg3BqPwb9ES/Sfy2dnZTJkyxexxzps3Dy8vL7OCJlsWbDD1xtxS8+fPZ8OGDTRr1qzSf58ZM2bw3HPPlel1plQqy3xf0VouU4wVjzC3IMX8+fMtemOvD6qnTp1a5vE2a9bM8Ppx44cYpsyYMQMPD48y99dnySob+/jx43nrrbd45plnKlw/ZSq4ssbNVhp1dDGNuXPn0rJlSzZs2MCnn36Kj48PgwcPJiYmpszfpZSUFOLi4hg2bJghwNq/f79hrKZKojdp0qRcgJWdnY2Tk5MhIDZl3LhxtGzZkg8//JCEhAQ0Gg2BgYE888wzTJgwwexCRcK2sq7++3t8TteYuYUTWOy6nOnOmzmgu429xR3KHSeEEJXSWej48eO6tm3b6kaNGqUrKCgwbP/uu+90bdu21U2aNKnSa7z11lu6tm3b6n766Sez7tmrVy9dv379zDr2v//9r65t27a6tWvXGrYVFRXppkyZomvbtq1u+/btlV7j0qVLurZt25b5unTpkln3L23y5Mk6QDd37lyLz70Zd999tw7QbdmypUrvq9PpdJs3b9apVCodUOZrzZo1Js/Jy8vT/fXXX7oDBw7ovv32W92nn36qW7JkiW727Nm6xx9/XDds2DBdr169dO3atdM1bNhQp1Aoyl3fnC83NzedSqXSderUSRcaGlpmX69evXTz58/Xff/997pjx47pMjMzdUVFRUYfX5MmTay6f2VfCQkJunXr1pl17Lp16yr8dygqKjL672DtV6NGjXT/+9//7PK4LflSKBS6zZs363Q6nc2eK1P++OOPMtc5ePCgYV9UVJTZ4y09Zv3PUMOGDc061xHPsannq6ioSJeYmKhbt26dLjExsdzvR2U/cwqFQhcQEGD096o0W73+1kby3Njenj8v6pq/8HWZrw1zHtTp5nnrsl4K0HV7YY2u+Qtf6/b8edHRQxVCOJClr78WZ7DWrl0LwJQpU8p84tavXz969OhBUlKSyV4eevqMlH4eekWys7PJysoyq/ytRqNh06ZN+Pn5lelHolQqeeGFF9ixYwfr16+3ureRpfQ9V6oygwUY1hbpM2hV6cZsz8SJE8nPz69wAbinpyeBgYEEBgaadQ+tVkt2dnalUxYvXLjAiRMnDJmGgoICk1Omdu/eze7du8tsUygU1K9f3zBlUaPRkJKSYsGzYZnhw4ebPU2osmlmN1tu/EYXLlwwlM52dnamqKjIZte2lD7bZ+8GyJcvXy7z/ZkzZwxFEswpJgOUy1Bu2bLF7KyiOcfYg7Hny5xpf9WhF58QlurRogF+9dz5Oycf/W/cS0Xj6eh0mnZOZ4l1iWOmxwJ6tGjg0HEKIWoWiwOsAwcO4OzsTLdu3crtCw4OJiUlhX379hEeHm7yGidOnEClUuHl5VXp/fTTCW+77bZKjz1+/DjXr19n4MCBON3QjV2lUhEYGMhPP/2EVqutknLEjpgiCP8GWOY8v/agVCoNb6BefPFFTp8+TWZmptnVEc25vj7oMTbFtLQOHTpw/PhxtmzZQseOHQ3B17Zt23jnnXfKrBnTrwO7fv06ly9fRqfTkZ2dTXZ2Nr/99ptNxl6R7Oxs5s2bR8OGDcnOzjb6Btvcgg3mNn22RE5ODlDSNHXYsGG89dZbNr9HZUq/STenIEVAQIDVbQFubDuwefNmfHx8CAkJKVNIwtwxJyUlmVxfVx2Y+tkyd9qfucU7jh49ysGDBzl+/Dg5OTnEx8eza9curly5wpAhQ2z2eIQwh9JJwbwHb+epNYdQUJJuzceNyYXT+NL1Re5RHmd1y0SUTlXzwawQonZwqvyQf2m1WtLS0mjatKnR+eL6DMTp06dNXkOfkWrcuDFvvPEG/fv3584772TgwIHExcWVa6SoD7Dy8vKYNGkSwcHBdO7cmTFjxhjKR+udOnUKwOQasMDAQDQajU0/2a+IPsC6du1aldxPTx/QOSrAKk1ftcsWFQitoS8y0Lp1a4KCgujevTvXr18nLi6uXEGOwsJCMjIyeP/99yksLOTvv//m119/JTExkfnz51fZmHNzc02+CdfpdJUWbFCr1SxdutROoyuptvbBBx/Y7frmyMjIMBSkAExWoHzsscfYuHEjSUlJZdaBabVakpKS+Oyzz8rt07sxwFqzZg19+vQhKCjIqobdSUlJVfbaY6kbi7vomdNDa/r06Wi1WrMyhT4+Prz33nusWrWKH3/8kWPHjgEl65+ef/55nn322UoL5Qhha2F3+PHemC40rfdvH7JTOn9mFz4KQOuT78GpnY4anhCiBrIog6V/41evXj2j++vWrQuU9Fky5fjx4wAcPHiQ7Oxs+vbty/Xr10lOTmbZsmXs3buXjz76yBDA6QOsjz76iPvuu4+IiAjOnj3Lzp07efzxx5k7dy7R0dFl7uvj41Ph+EwtCtdoNGg0GptlnBydwXLEFMEb6aeKZmZmVvm9r1y5Ysi6pKamGrKg5lbpa9KkiWH8tmhAa66CgoIK948dO5Znn33WaGGP+vXr88ILL9h9jPrn1VH0b+YrqvLo5ORUpoS7v78/TzzxBJcvXzZazrx0yfOMjAzDdOgb3WwJd0fQlyw3VZjDWHEXsGzaX2UZxTp16tCoUSOCgoJ4+umnOXjwIOvXrwdKCuCkpKSwbds2OnbsaO3DFMJqYXf40f/2pqSkZpN1NZ/Gdd05deEO1n19gtHOiRRuegyXp38Eb+mHJYSonEUBlj4TY6rakX57RW8Qc3NzCQoKomfPnsydO9dQavvatWtMnjyZPXv2sHLlSkOVNmdnZ/z9/Xn55Zfp1auX4TrHjh0jOjqa1157jZCQEAIDAw2BjLXjW7FihcnqUdZwRICl1WoNb6KqQwarKgOs0r13/vjjD959913DviFDhqBSqXj88cetWidiywa05ujfvz9HjhwxPG9eXl7k5+dTVFREXl4eeXl5pKWlVemYqkpla7x8fX255557DN/r1/3VqVOHgoICRo0axWeffVYuE5Kenm6yZ5a+5Lk5FQ6tCa70fdX069jMpZ+299ZbbxEdHV0uw2+u0oHVqFGjePTRR7l48SIjR45EoVDwyiuv0KBBg3LTp80t7186o2iq/1z9+vWpV68eGzZsoG7dumV+fm+//XY++eQTHnjgAbtMbxXCHEonRZlS7D1bNuCF1Fl0OnGa2/P/QrNxAq4TvgaltBAVQlTMoimC+iaIhYWFRvfr//jrizsYExYWxvbt21mwYEGZPkaenp6GNz9fffWVYfvChQvZuXNnmeAKStbWjBs3jqKiIrZu3WrR+ExldiZNmsTBgwdJSEgwOX5LOCLAKn2v6hBgNWrUCIAff/zR5FQsW1Cr1QQFBdGnTx9Gjx7NvHnzygV1Fb3BvtGNGSv9p/OmpqIpFAoaNmxoVh84c8yePbtMoZgFCxag0Wj4559/+OOPP9izZw9ffvklH3zwAQsXLuShhx6yyX2rkrEPQvr371/h+k0ombrXsGFDXn75ZcPPU2FhoeGDk8TERIvHog+aLC0fb67r16+TnZ1d4c+QqXEtXbqUqKioMj9bEyZMsLox94ABAwgNDcXZ2dnQ22v8+PGG6Y9qtRoo+Z2aPn26WdcsnVHcuHFjuX9blUpFgwYNeOihhwwzCW7k6elJaGgoZ8+etepxCWFrCoWC+ZFdebPuf8jVueN6bi/Fia85elhCiBrAogDLy8sLJycnk1MA9dtN/QGtTFBQEN7e3mb/gb3zzjsBDMfrpy6amgKoH5+pwMPV1RUvLy+bTa1zRIClnx7o5ORkCDgdRa1WG5p1fv/99+XewNnyPlFRUZWub7Ek83Bjxqqi9T7671euXMnHH39s9j2MUSgUhsIMpQPEzMxMFAoF9erVo0WLFhQUFJCbm0vLli2ZPn06hw4duqn7VrW5c+fSqVOncttDQ0PNqjCXm5vLvHnzaNKkCWq12lDVz8nJyWHr/SqSnZ3NiBEjGDVqlEXnNWxY8mm6Tqcr05Nr8ODBVhcZycrKQq1W8/DDD5tsXjxy5EgiIyPLrUO7UemfVyj5XZwxY0aZTJuvry+LFy9GoVBUWlxIp9M5tEKlEDfydHXmxXEP8pJuEgBOuxfDH7b5EFYIUXtZFGC5uroSGBjI+fPnjWaJ9Au/K6oWl5qayt69e40GHcXFxRQUFBgCA41Gw5EjRzh8+LDRa12/fh34d31Bq1atyozD2Pg8PT1p1qyZyfHZkiMDLC8vL6s/4bYFfdDzzz//lNmurzxmqyCrokX41rjxDWNp+vU+N2apVCqVoZJaVlbWTd0bMBSoKL1GSB9s3Zip69OnD/7+/jYtnqAvRW5Pr7zyitGS919++SX79u0z+zqXLl0iMjKS114r+VS5Oqw7NEb/87l+/Xo2btxo9jizs7OJiori448/LjO1+dKlSwQFBQHQtm1bpk+fbvYHW0VFRZUWrtiwYUOl17mxMIapDzouXbrEiBEjqF+/Pnv37jVZxKKwsJDdu3fTvHlzsx6HEFWldeO63B8xiU+LSppSF8Y/BjnmTZ8VQtyaLAqwALp3705hYaHRT8z37t2LQqGo8A3awoULGT9+PLt27Sq378iRIxQUFBgWOefl5TF8+HAeffRRowHdTz/9BPybyerQoQN16tQhJSWl3B/xc+fOcebMGTp16lQlJdrBsVMEHTk90JLKYzfrZvo9mcpEVVSlLyIigrS0NBITE1m3bh2JiYmkpqYaigPczFqtBg0aGAK1ixcvlvkZ1mcdjL2BrSzLYIkhQ4YwceJEm13PmIoC/z179pgsLlGRd95552aGVCX06/t8fX3p27ev2ecA/Oc//ymzPSsri2+//RYoCfAXLVrE559/btY1i4qKbBKQe3t7ExMTQ4MGDdBoNJX+zqelpfHHH38wZ86ccq+JOTk5vPDCC5w5c4awsLCbHpsQthbeyZ8/O8/i1+IgXAouU7BhPGiNL0cQQgiLA6zIyEgAlixZUmbhdEJCAikpKfTt29dQmtuYBx54AIC4uDhDtgVKmnq+/PLLAIwbNw6A+vXrc88995Cbm1uu+MSePXuIj4+nadOmhj/Ibm5uDBkyhHPnzvHJJ58YjtVqtSxcuBDAUHGwKjii0XB1qCBoSeWxm2Vtdb8FCxZUmImqiL7P16hRo+jdu3eZYOzChQtWZw49PDwM649uXD+WkZHBk08+affqdS1atDBrHdnNZEft+RgqqmBaXWRkZPDnn3+afbxOpyv38/Dmm2+yYsUKAHbu3ElQUJDZa7xatGhh+aCNyMnJYenSpWZlUXU6HWlpadx55518/vnn3H333YbptEOGDKFXr15s3bqVnj17Gi2SIUR1MOuhzsQ2eJErOg/czqegTXjZ0UMSQlRTFpfC6dy5M9HR0axdu5bw8HBCQ0PJzMxk27Zt+Pr6MmvWLMOx+/fvJyUlhfbt29OvX0lqfciQIezYsYMdO3YwaNAg+vfvj0ajISkpiQsXLjB+/Pgyn+6+9NJLjB49muXLl3PgwAE6duzIX3/9RWJiIu7u7ixZssQwRRBKMiO7d+/m9ddfZ9++fbRu3Zo9e/Zw7NgxBg0aRGho6M08XxZx9BRBRzE36LFF6XNLM0b6qmxz5sxhzpw5hqqDfn5+hISE3FR2U61WM2LECKsDiHPnzhmqF+rfUOuLEPzyyy9VUho8ICAAlUpV6XEqlYouXbpUWvHNw8PDMJW3quifs+rKz8/vpqaSAmU+nIKSqbcjRozgueeeY9GiReWeA/333t7eJvsE3gxzs6hDhw5lyJAhbNy40dC38M8//yQgIICoqCgeffRRk2tohXA0dxclL419gPlvH+ct3kK5920Iuhduk6yrEKIsizNYULJAfe7cubi6uvLpp5+SkpLC4MGDWb9+fZk/3ikpKcTFxZWpyqdQKIiNjeWll17C19eX+Ph4vvnmGwICAnjrrbfKBGhQUvji888/Z8SIEYbM1C+//MKQIUP4/PPPy01HbNCgAevXrycqKoqjR4/yySefkJ+fz8yZM3nzzTerdF2SPsAqLCw0WdnQ1qrDFEFzgx5blD6vrLpfaTdOAawoE2UpW60F0wed+kIN+mxwVQUMISEhFWage/fubZgW2bNnT8P20hVBS6vq4ApKnquqmgZsKX9/f3r16mXzPmI3rvG6MQvp6+sLlLyeWvI7Y2v+/v6MGzeOb775hp9//pldu3Zx4MABvvvuOyZNmmTy50iI6iKggSeDhj/JR0UDAdBsfgL+kcqXQoiyrPprplAoGDNmDGPGjKnwuKlTpzJ16tRy252cnIiOjjZ7ul6TJk0M0wfN0bhxY1599VWzj7eX0tP08vLyTDZAtqXqMEWwsoaj+iySsUISlqqo986NTDVTtYWbWQtW2q+//sr333/P7t27AfuUDa8ow3Pw4EEefvhhk+eWrvLXoEEDw3YXF5dqVf3NXu0AblZ6ejre3t52ea5Kr/FKS0sjOjqaDRs2EBERQZs2bVi4cCEuLi4Aht+Zqsr2KRQKWrZsaaj2CCXZTQ8PjzLHffLJJ2WmdwtRHfW/vQlv9pzD4ZQ/6KQ5Tf5n43B//FtwNt6DUwhx67EqgyXM4+rqavgkXd+k2d6qwxRBc0qaV1RIwlL63jvG+q81a9aMNWvWlCtGYWu2mO4I8Nprr9GvXz9WrlwJYHVj2RvpqyNu2rSpwjVWU6dOrTBQ1FeuA8p8YOCITFVNolQqDdkZez9Xf/31F0qlku7duwOwbds2wxrUgwcPGv4N4+PjywTJ9qL/nXd2dub8+fMUFxcb/dJoNBw4cKBKmpILcbNmDLqTVY3nkqPzxD3zIEXfmddjUQhxa5AAy44UCkWVr8OqDgEWmFfS3Fb0vXeMBbHnz5/nP//5D9nZ2XadNmaL6Y72UjqojYqKKlMF8ZtvvilzbGXZjIsXL6LValGr1UyZMsVuY67JGjRowPbt2xk9ejQADz30EOvXry/TOBpK/l0GDhxo6N9nK+PHj8fLy8uQ9b8xoDt37hyRkZHEx8fbrbEylBQpatOmDa1bt6Zt27ZASbXHDh06GP266667+O6776RMu6gRXJROzH1kMC8rS14Hnfe/Cye/qeQsIcStQgIsO6vqAEt/n+rQD0hf0vyZZ54BoGfPnjbPIpnTZNjWvbeMsWRdi7WNuK11Y1Bbeu3ZoEGDyk3TqsiMGTNo0qQJkZGRZfp0iRIKhYJVq1YxYMAAQ0GdM2fOMHz4cNLTy/bN0el0bN++nccee8wQ8CYkJNjk9yMvL6/SYhGfffbZTd+nIo888ggtW7ZEpVLRrFkzFAoFXl5e+Pn5lftq1qwZgYGB9OzZkzlz5th1XELYStN67gwbNYn3iwYBoNn8JFxOc+yghBDVggRYdnarZrD0lEolAweWLAa+evWqTbNI5haWsHXvLWMqmhZ5o6osJb5gwYIKg9rPP//c4mmI9sx61GQ3BrItW7YEStbVVfQzunjxYi5evMioUaPIycmx6oMAhUKBQqEgPj6ey5cvs2bNGusehA2tXbuWZcuWsXPnTnbu3IlOp2PcuHGG70t/ff/992zfvp2PPvqI2267zdFDF8Jsvdr4cv2+l/i5uDWuhVfI/2wsFNlmarcQouaSAMvOqroXVnULsODfvjupqak2XVBvSWEJW/beMsXUtEhHUSgUvP/++yb367N/9iwIoQ82nZwqfqnx9fXl6aeftsn9zK2O5+zsbLNKegsWLCAtLa1MIKuf6mZOQYunn37a0KzXGvrgLjIyEh8fn0qf76pw6dIl2rVrZ+j59cknnzBs2DAHj0oI25vcrz0f+8/jH10d3LN+ofBbycIKcatz/F/hWs5RUwSrU4AVGBgIlBT6WLlyJUlJSTZ5U29NYQlbFaMwRT8tMjExkTVr1tCoUSO73q8iFQWVtiorXxmVSsXmzZvZsGGD0f36gGjFihUVVi80dp4xOp3O7MdUVFRk9rGmeoMFBASwefNmXnrppTLZWbVazX333WfWtaGkQfW7775rdSXKxYsXlwnuqsuawICAAEPZ/x49elT64UNxcTH79u2riqEJYTNOTgrmRg/kFZeSD0hcDqxEd+wLxw5KCOFQ0nTEzhw1RbA6rMHS++abb3BycqK4uJgnn3wSKHnDGhsba/V6E61Wa1W1sap446lf46Rvnu1oxoJKW5WVN+XFF18kNDS0TPPmzZs3ExMTU+a+pUvna7Vas8r7v/XWW8yYMcOi8Xt7e5vdwDYgIIDFixfTqFGjMk2o69evb5jeOXLkSCZNmmS0ObU+M2hp8KpvvGsphULBs88+S0REhGEs+jWBFT1HSqXS7uXs//rrL3bs2GH4PV+7di1ffPEF2dnZFBcXG54jnU5HUVERV69erbKegULYUkMvN0Y/8jgr3j/KJOVXFH4+GVe/jtCgpaOHJoRwAMlg2dmtvgZL/2azuLi4zPabKTyhVqsJCgpixowZZp+jL1Nui95b5rJ3tsxcxoJKe41N/zzPnz+/XPPm0tm9devWlSudb255/6ioKE6dOlVpdrBRo0asWbOGhIQEvL29zTpWP6aHH364XBPq0vdr166d0eDqZjKDrVq1svgcMJ6pLP1c3kifNdQXn6mIQqGosPG0Oefr1z6q1WpeeeUVjh49Snp6OhkZGfz999/8/fffZGZmcunSJVxdXRkyZIjV9xPCkbo2b4Bzv7n8VNwW16Jcrq19BArzHT0sIYQDSIBlZ/oKbcnJyTabGleR6jRFsKI3m9YWnjCnauCN7NF7yxyOnqZVUVBpj7GZ8zyXrmB4YwAG5pf337NnT6XZwQsXLuDv749Sqaz050V/rLExQcnPXelrzJ8/n6CgoHIfEFibGQwICODpp582uxKlMcaCZn3vrdIaNGhAfHw8b775Jps3b6Zhw4ZGr6dvQnwzvdhKB38bN27ExcWF999/nyNHjnDnnXcycuRIjhw5Qnx8PJ06daKoqIhRo0ZZfT8hHG3ifW2Jb/Eyl3R18bz0KwVbZzl6SEIIB5AAy47UajVfffUVUDI1pk+fPkbflNlK6Wlzf/zxh92DucpU9mbT0sIT1mYH7NF7yxyVlW7XT3lLSEiwuriBKZUFO+aMrWHDhkaLRui/v/GNua2e58oyXWB+Bi4jI8OiY43RB/U3BhrGsrDWZAYVCgVLly7F1dXV7EqUxpQOmvVjNlZgo3QVyIiICDIzM1mwYEG5psP677Ozsy0ey40yMjL4888/CQ0NpVevXri6unLXXXfx008/4erqyh133MGKFStwd3fn008/ven7CeEoCoWC2SP78bp7yQwLt58/pPjoZgePSghR1STAshP9G5wbpwbaqyeTftrcX3/9BcCzzz5r12DOHDf7xvZG5mYHFi9eTEJCgsk351XFnClvsbGxhIaGsnTpUjZv3lyumEJAQADTp0+3+N6VBTvmjG3lypUms0mbN28mMzOzwiDoZlSW6TI3A6fvs2TusTeyNAtraWbwxn8nUxm8ijKvN2YqK/sgovS0Pf21X3rpJbKyssr047KkP1pl/Pz8yM/PNxS8gZLqomlpaYbAtV69evTt25djx47Z7L5COEI9DxfGj32M94qHAlD0xVS4+KdjByWEqFo6Uc6lS5d0bdu2LfN16dIls88vKirSqVQqHWD0S6FQ6AICAnRFRUU2Ge/mzZt1CoXC6H0UCoVu8+bNNrmPpRITE00+B6W/EhMTzbreunXrzLreunXr7PvALLR58+ZyPw8BAQFG/12Kiop0iYmJunXr1ukSExMN35vzuJcsWVLmPFuNzdiYHE3/O2bs5/7G3zFLjr2RpT/Dlf3u3/iVkJBg8vGVfs43bdpk+H2u7HfcFr935l4D0CmVSrNe63r16qWbN2+e4R5JSUm6du3a6U6ePGnYtnjxYl2nTp1u6vW3NrvZv02iaq3bc0q3d+7dOt08b13u0h46neaao4ckhLCSpa+/UkXQDiyZGte7d++buldln7DrP60ODw+v0vVH8O80tMqqwplbeOJmMhGOFBERQXh4OMnJyWWq0hn799Bnbkoz93mcOnWqxf/G5ozN2JgcTZ+Bi4qKMqwV0jM2PdKSY0uzNAurH1dkZKRZ52VlZRndbuw5j4+Pr7AKo7VjtnRfaS+++CJ33XUXw4cPB6jwub3rrrv4/vvvmT59Oj4+PrRp0wadTse+ffsMzYV/++03PDw8uHbtmln3F6I6G9mzBfNP/ZfWf0zA9/JJrn85E4/IOEcPSwhRBWSKoB3YempcRWy9zsmWzK0KZ25QUNm6IYBmzZpVaaVAc1U25a2yc235PNpybI5kbkEMS48tzZqgPiIiggULFlh8XmXMWZtm7ZitHVdoaChRUVFmPbdjxozh4sWLPPjgg+zZs4dmzZrRuXNnli5dSlxcHPPnz+eHH36gQ4cOZt1biOpOoVDwwvDevFnnOYp1CjyOfkrxL8Z7AgohahcJsOygKjMtVRnMWcPaN7bGVFR6Wm/JkiU1JkCwhC2fx9rE3KDD0mP1zCkGYqxS45w5c0w2J67ovMqYEwxbO+abuYY5z23Pnj155ZVX0Gg0hnYSzz//PADvvPMO69evp169ekyaNMm8J0OIGsDT1Zknxk9kOSW/C0VbYuDC7w4elRDC3mSKoB3YempcRWrCtDn9NLSuXbvyyy+/MHv2bF5++WWrA6EGDRqUqYSm5+npaZiqVBtZMtXwVmLJFEZLpztaOhXR2HlQ8dQ5W7N2zDd7DXOe26ioKIYOHWoosNG5c2e2bdvGjh07cHd3p0+fPrf8z7OofVo3rsuxofP5UX2SezlG7ppovCbvAldPRw9NCGEnksGyA3tP6SrNFp9WVwWlUknnzp2BkkDImseur8xoLLiCkipktV1Nnc5Xk1mbPXRk1tEW97b1+B955BHi4uJwdnbGzc3NsL1p06aMHTuW4cOHV9o8WoiaKrxzID/c+RoXdPXwyvmda1/McPSQhBB2JBksO9G/OTFnUfrNuPGT8tIc1WDXlObNmwOQkJDAvffea1H2xZweWJcuXUKr1VaLxypqF2uzh47MOtri3rYc/5EjRwzFLOxp8+bNrFmzhrS0NNzd3bn33nuZMWNGuUDRlO3bt7NmzRqOHTuGRqPB39+fsLAwJk2ahKdn2YzDkiVLWL58udHreHp68vPPP5fZlp2dzTvvvENiYiIXL16kWbNmREZGMmHCBKNNoUXtMmNYCAvOvcB/c+bgeXw9RYfuw7lLtKOHJYSwA3lFtyP9m5POnTtz9OhRXnzxRebPn2/zN1f6YO7JJ5/kwoULhu22DuZuhlqt5u233wYgKSmJpKQkVCoVsbGxZo3PnB5YGo3GJpUZhTDG2mqKjqzCaIt722r8DRs25MqVKzd9nYosWrSIVatW0bp1a0aPHk1GRgZbt25l9+7dbNq0iYCAgArPj4uLY9myZfj4+BAWFoaXlxf79+9n+fLlJCcns2bNmjJB1okTJ1AoFDz99NPlZhG4uLiU+T4nJ4cxY8Zw+vRpBgwYQGBgID/++COLFi3i6NGjhtdHUXu5uyh5atwE3lt2mClsRPf1DFB1gcbtHT00IYSNSYBlZ/qpcUePHsXDw8Nun1xHRETg4uLCQw89RFBQEB999FG1WZ+jn9p3Y/ZJ33TZnOlG1b2YhxCiYi+++CLPPvssS5cuJSwsjICAAKPNjIuLi626/okTJ1i1ahVdu3Zl9erVuLq6AjB48GAmT57Mq6++ajLbBJCamsq7776Ln58f8fHx+Pr6GsYzZ84c1Go177//PtOmTStzz4CAgDLbTImLi+PUqVPMmzeP0aNHAzBjxgymT5/O9u3b2bFjBwMGDLDqsYuaI7ChJ22j5vPDhhPcx1FyP43Ga8oP4Obl6KEJIWxI1mBVgRYtWgAlf8DtKT8/H4DAwMBqsz6nsj5dANOnTzcsejfljz/+MOt+jRs3tnyQQgi7W7JkCa6urqxYsYJhw4bRrVs3OnToUO7rvvvus+r6a9euBWDKlCmG4AqgX79+9OjRg6SkJDIzM02ev2PHDrRaLRMnTjQEVwBOTk6GACoxMdGwPTs7m6ysLNq3rzz7oNFo2LRpE35+fowcOdKwXalU8sILLwCwfv16Mx+pqOkG3OHPoW4L+VtXH6+rp8hVx0AF09+FEDWPBFhVQL/2aO/evSQlJVUaTFhLX/q4Tp06drm+Nczt05WUlGTyGLVazbx588y63/jx41Gr1ZYOUwhhZ3l5edSpUwc/P78Kv6z9kOTAgQM4OzvTrVu3cvuCg4MNTY1N6dKlC9OmTePee+8tt08fsOXl5Rm2nThxAsCsdWXHjx/n+vXr3H333Tg5lf2zq1KpCAwM5KeffrLb3wZR/UweEsy7DWeh1Snw+i2ewgMfO3pIQggbkimCdqZWqw2fUB47dow+ffpYtPbIEvoAy8ur+kw1MHfK3vDhw1m1alW550Sj0fDkk0+afT9Lph0KIarOzp07zTouOzub4OBgi66t1WpJS0vD39+/TPZKLzAwEIDTp0+bvEb37t3p3r270X3ffvstUDaY0gdYeXl5TJo0iSNHjpCfn0+HDh2YNGlSmcqtp06dAjC5BiwwMJAzZ85w7tw5wwdyonZzUTrx9LhxvLf0MFN062DrTAjoBk3vcPTQhBA2IBksO9KvPSpdeAL+DQJsnWnRf7panQIsc/tvZWdnl3tO1Go1/v7+5Z6/ilgy7VAIUTvk5uai0+lMtmqoW7cuAFevXrX42ufPn2fZsmUAhrVT8G+A9dFHHwEl62BDQkI4fPgwjz/+uGHKYun7+vj4VDg+U0VA9M2ZS2fQRM3XtJ47nUYtIFF7Fy46DVc/jYYCy39GhRDVjwRYdmKrtUeWqI5TBCvr03Uj/XOiD04vXrxo8T310w6Tk5MtPlcIUfNcu3YNwGj2qvT2goICi66blZXFxIkTuXz5MiNGjCiTWXN2dsbf359Vq1axYsUKZs6cydtvv82GDRtwd3fntdde48yZM8C/H35ZO74VK1bQtWtX+vXrZ9H4RfXXq21jfrtnEed1Daibl8aVTZNlPZYQtYAEWHZi7tojWwYB1XGKYOmmy5UpvR6rsp5X5pCKgkLcGvSNiwsLC43u12g0AOX6WFXk9OnTjBo1itTUVEJDQ5k7d26Z/QsXLmTnzp306tWrzPYOHTowbtw4ioqK2Lp1q0XjM/Xh2KRJkzh48CAJCQlmj1/UHI8P7M77TeZSpHPC+88tFOz/wNFDEkLcJAmw7MQRZcWr4xRB+LdPV4MGDcw6PikpqdKeV+Ywd3qiEKJm8/LywsnJyeQUQP12/VS8yuzbt4+RI0dy7tw5HnzwQWJjY8v1tarInXfeCcDZs2cBDFMXTU0B1I/P1Gu3q6srXl5e1Wp2grAdpZOCyWOjec95DABO2/+D7vxhxw5KCHFTJMCyE3Pf3NsyCKiOUwT1IiIizOoVYwsKhYKAgIAyi8yFELWXq6srgYGBnD9/3miWSD9Vr3Xr1pVe66uvvuKxxx4jJyeHxx57jP/973/lgiuNRsORI0c4fPiw0Wtcv34dAHd3dwBatWpVZhzGxufp6UmzZs0qHZ+onRp6uRE8Zh7fF3fBRVfI1TWPkHIijS2H09l76hLaYpk2KERNIgGWnVS29sgeQUB1nCKop9VqWbVqVaXHqVQqevfubfV99M/30qVLq0UfMCFE1ejevTuFhYUcOnSo3L69e/eiUCjo0qVLhdfYunUrzz//PFqtlvnz5zNz5kyjr+F5eXkMHz6cRx991GhA99NPPwH/ZrI6dOhAnTp1SElJKddI+dy5c5w5c4ZOnTrJa9YtrlsLX9Lvf4tzOl+8r50ha90TxKz/mVGr9tFr4U6+/VWmvQtRU1gdYG3evJlhw4bRuXNngoODee6550hPTzfr3LS0NG677TaTX/qSuHp5eXm89dZbhIWFceedd9KlSxfGjBljcj56SEiIyWu//PLL1j5ki5Ree3TjH2h7BQHVdYoglKxJM+fn4/HHH6d3796VFsZo1KgRGzZsQKVSldmuUqmkRLsQ1dCsWbP4/vvvKzzmiy++sDrTHRkZCZQ0NNY3XQdISEggJSWFvn370rRpU5Pnp6amMnv2bIqLi3n99dcZNWqUyWPr16/PPffcQ25uLnFxcWX27dmzh/j4eJo2bUpYWBhQsgZryJAhnDt3jk8++cRwrFarZeHChQBER0db/qBFrdOocVOmaqZSqFMyRLmfR5TfAfB3Tj5PrTkkQZYQNYRVfbAWLVrEqlWraN26NaNHjyYjI4OtW7eye/duNm3aZLLXh56+vG1oaCjt27cvt7/0NI7c3FxGjx7Nb7/9RocOHRg9ejRXr15lx44dTJ48mWeeeYZJkyYZjs/OziYrK4t27doZrbjUsWNHax6yVfRrj2JiYsqsKVKpVCxdutRufbCq4xRBc9eatWnTxhCcRkVFmTxu+fLlREREEBkZSXJyMhkZGfj5+RESEiKfAgtRDX3++eeoVCpCQ0NNHvPTTz/xyy+/WHX9zp07Ex0dzdq1awkPDyc0NJTMzEy2bduGr68vs2bNMhy7f/9+UlJSaN++veHvRFxcHNevX8ff35+zZ88aSrOX5uXlxYQJEwB46aWXGD16NMuXL+fAgQN07NiRv/76i8TERNzd3VmyZIlhiiCUVEjdvXs3r7/+Ovv27aN169bs2bOHY8eOMWjQoAqfF3Fr0BbrePnr42To2vBG0SjmuqzhRec1/Frcgp91bVAAC746Tv/bm6J0Mq8yrxDCMSwOsE6cOMGqVavo2rUrq1evNpSXHTx4MJMnT+bVV19l+fLlFV7j5MmTAEycOJFu3bpVeOz777/Pb7/9xsiRI5k/f74hqxETE0NkZCSxsbGEhYUZmjPqg7eBAwfy9NNPW/rwbC4iIoLw8HDGjh3LunXriIyMZMOGDXYJAqrzFEFL16Tpg9NJkyaVK9U+ZMgQQ3CqVCpvakqhEMI+PvroIz7++ONy2zZt2mT0+KKiIi5duoRKpTK5Vqkyc+fOpWXLlmzYsIFPP/0UHx8fBg8eTExMTJkP/lJSUoiLi2PYsGGGAGv//v1ASZ/CG7NSek2aNDEEWEFBQXz++ee888477Nq1i8OHD+Pj48OQIUOYPHkyQUFBZc5t0KAB69evJzY2lqSkJPbs2YNKpWLmzJmMHTvW7FYWovZKSc0mI6ck+/qBdhA9nE4yUHmAj1zfZKRmLid1gWTk5JOSmk1wq4YOHq0QoiIWB1j65olTpkwp09OjX79+9OjRg6SkJDIzM2nSpInJa5w4cQKFQkG7du0qvd+2bdtQKBQ8++yzZf4ANWnShFGjRvH222+za9cuxo4da7g2YDQz5ihKpdIwF9/b29tuGZbqHGDp16Slp6cbLb+uUChQqVRl1qRFRERQUFBQprknwH333Wf38Qohbs7w4cN5//33uXTpElDyO56bm2t4nbqRs7MzAQEBPPPMM8TExFh1T4VCwZgxYxgzZkyFx02dOpWpU6eW2bZ7926L79ekSROLpp03btyYV1991eL7iFtD1tX8Ut8pmFH4NJ8qXqer0x+scX2NEZq5nNL533CcEKI6sjjAOnDgAM7OzkYzT8HBwaSkpLBv3z7Cw8NNXuPEiROoVCqzAoGxY8dy9epVvL29y+3TB3ilu9vrAyxzgreqpC8PbKpMry3on4fqOEWw9LQ/hUJhNMgytibNWNllKb8uRPVXp04dfvzxR8P37dq1Y8qUKUyZMqXC87Kzs+09NCGqpcZ13ct8fw13JmieZ63rq9zplMZa19cYrnmp3HFCiOrHoiIXWq2WtLQ0mjZtarQjfWBgIFDSoNEU/Rqpxo0b88Ybb9C/f3/uvPNOBg4cSFxcnKHhol50dDRPPvlkuevodDq++65k8edtt91m2H7y5Ek8PT357rvvCA8Pp1OnTvTq1Ys5c+aQmZlZ4ePTaDTk5uaWCdhsRR8g2jPAqs4ZLPh32p+/v3+5fR999JHRNWk5OTnltkkpYyFqntdff93oulghRIkeLRrgV8+d0pNFr1CHRzSzOFkcQFPFZT5ze40eDWz/HkUIYVsWBVi5ubnodDpD08Qb6bM0ppo9Ahw/fhyAgwcPkpSURN++fRk2bBgajYZly5YxYcKEckGWMevWreOXX34pU+o8Pz+f1NRUrl27xjvvvEPHjh0ZPnw4TZo0IT4+nsjISEPjR2NWrFhB165d7fImQB9gVfTc3IzCwkLD81ZdAywoCbLS0tJITExk3bp1hkXgPXv2JCkpic8++4ykpCS0Wi1gPMA6e/asYb8QomYYNmxYtZtZIER1onRSMO/B2wHKBFn/UJdHNLM4VeyHPxfIW/UAXP3bMYMUQpjFoimC165dAzCavSq9vaCgwOQ1cnNzCQoKomfPnsydOxdnZ2fDtSdPnsyePXtYuXJlhdNItm7dyquvvoqzszNvvPGGoQnkhQsXaN26Nd7e3ixbtoz69esDJdmuJUuWsGLFCubMmVOmTG5pkyZNYsKECVy+fNnmQZa9M1ils27VcYpgaaULU8yaNYu//vqL++67j6ysLMMxKpWK2NhYowHW+PHjefHFF4mNjZVy7ELUILt372bNmjX89ddfFBYWGp0qbGybELeKsDv8eG9MFxZ8ddxQ8ALAuV5TVjRZwpS0qQReO0POisHUe2oH1PF14GiFEKZYFGC5ubkBGG2sCBgyKJ6eniavERYWZugNUpqnpyfz5s1j4MCBfPXVVyYDrHXr1vHKK6+gUChYuHBhmbVgAQEBfPnll+XOUSgUTJs2ja+//pr9+/ebLMLh6uqKq6urWRk0S9l7DZZ+eqCzs7PJALg6cnIqSaKWDq6gpJJXVFSUyWIl+v3S80qImmHr1q08++yzEkAJUYmwO/zof3tTUlKzybqaT+O67vRo0QAnBSzbvJyHjz6OX+4p/ln5AD5Pfgse9R09ZCHEDSwKsLy8vHBycjI5zU2/XR9MWCooKAhvb2+j0/iKi4t58803+eijj3Bzc2Px4sX079/f7Gs7OzvTvn170tPTOXv2bIVVDu3B3lMES6+/qinlfrVaLefPnze6T/8mTD+l1Nh+hULB9OnTCQ8Pl95XQlRzH374Ic7Ozrzyyiv07dvXaOEiKFmnGxwcXMWjE6J6UTopjJZinxoZSmzRO0SfeJJGOSe5vPIh6k/6BtyN/z4JIRzDojVYrq6uBAYGcv78eaNZLH3vktKNgm+UmprK3r17jRaSKC4upqCgwJAp09NoNMTExPDRRx/h4+PDhx9+aDS4ysrK4sCBAybftF+/fh2gTPPHqlJ6iqA9PsGtzhUETUlOTq5wOmlldDodZ8+eJTk52YajEkLYwx9//MGQIUMYOnSoyeBKCFExhULBtOGDWNP2bbJ1XtS/fITs94eB5pqjhyaEKMWiAAuge/fuFBYWcujQoXL79u7di0KhoEuXLibPX7hwIePHj2fXrl3l9h05coSCggI6duxo2FZcXExMTAw7duxApVLx2WefmWxO/M033xAdHc2KFSvK7cvLy+PYsWN4eHjQpk0bcx6qTenfUOh0OrtUKazuFQSNycjIqFbXEULYj4eHh8kCSUII8zk5KZg2KpzVLd7iis6DBhcPkP1BFBRKfywhqguLA6zIyEgAlixZQn7+v7/MCQkJpKSk0LdvX5o2bWry/AceeACAuLi4Mg0nL1++bGjYOG7cOMP2FStWsHPnTpo1a8a6deto2bKlyWv3798fFxcXvvjiC06ePGnYXlRUxGuvvcY///zDyJEjy2XIqoKHh4dhvZE91mHVxADLVv2spC+WENXfvffey48//khxcbGjhyJEjad0UjDtkYdZGfgmeTo3GmT+yKXVI6HI9mvIhRCWs7jRcOfOnYmOjmbt2rWEh4cTGhpKZmYm27Ztw9fXl1mzZhmO3b9/PykpKbRv395QlW/IkCHs2LGDHTt2MGjQIPr3749GoyEpKYkLFy4wfvx4+vbtC5SU6F65ciUA7du3Z+PGjUbH1K1bN4KDg1GpVMycOZPXXnuN4cOHM2jQILy9vdm3bx+///47Xbp0ISYmxuInyRYUCgXe3t78888/dlmHpc+K1aQAKyQkhDp16lid0VMoFKhUKkOZfiFE9fXss88yYsQIZs6cyWOPPUZQUJDRD7skABPCPM5KJ2LGj+HtDwqYnD6LhumJXPp0HA3HfgpKi9/eCSFsyKrfwLlz59KyZUs2bNjAp59+io+PD4MHDyYmJoaAgADDcSkpKcTFxTFs2DBDgKVQKIiNjeWzzz4jPj6e+Ph4lEol7dq1Y9asWYYMF8DRo0cNpeG///57vv/+e6PjefLJJw2LoseNG0fLli358MMPSUhIQKPREBgYyDPPPMOECRMcWmFPH2DZM4NVk9ZgKZVKevXqxfbt2y0+V1/IY+nSpVLgQogaYPLkyTg7O7N161a2bt1q8riaUqRHiOrARenE1ImPErdSw5TMuTT8aysX1z2Ob/QH4GTxJCUhhI1YFWApFArGjBnDmDFjKjxu6tSpTJ06tdx2JycnoqOjiY6OrvD8Xr168dtvv1k8vpCQkGqZ1bBnL6yaOEVQrVazd+9es4719fXl4sWLhu9VKhVLly6VEu1C1BA5OTkoFIpKp/QWFxfLukohLODq7MTTjz/Ju8sLmHLxFXxPqbm40QPfEe+AfGAhhENIDrkK2bMXVk2bIqhWq4mKijK7ouK5c+fYu3cvGRkZ+Pn5ERISIpkrIWqQnTt3mnWclGkXwnLuLkomTYrhnfcKmJq9EN+Ta7m42R3fyMUSZAnhABJgVSF79cLSarUcO3YMKCkWotVqq3XwodVqiYmJMTu48vDwwM3Njd69e9t3YEIIIUQN5eGq5LEnZ/LeOwVMvrIE318/4KKrJ74P/dfRQxPiliMBVhWyxxRBtVpNTEwM586dA+Dzzz8nKCiI2NjYajt9Ljk52TBec2g0GtRqdbV9PEKIypk7HdhezdiFuBXUcXNm7NNzWB5XwJO57+J7aBmXnD1oOHiOo4cmxC1FAqwqZOsAy9Q0u/T0dKKiooiPj6+WQYml6yu0Wm21fjxCiMpNmDBBClgIUQXqursw6umX+WBZPo9e/5CGKW9yydWThv1mOHpoQtwyJMCqQvo1WLb4hLaiaXY6nQ6FQsH06dMJDw+vdtMFrelbpdPpqu3jEUJUbujQoUYDrGvXrvHXX39x8uRJevToQa9evVi8eLEDRihE7VHP04WIKQv5ZFk+Y/PX0XD3fLJd3Glw/1OOHpoQtwQJsKqQLTNYlU2z0+l0nD17luTk5Gq3dikkJASVSkV6errZ67CAavt4hBCVe+ONNyrcv2PHDp555hlGjhxZRSMSonarX8eVwZOXsH5ZASM1m2mQ+B8uu3hQ/57xjh6aELWeNEmoQvoKf7/88gtJSUlotVqrr2XuNLvqWO5YqVQSGxsLWN7zZsuWLfYYkhDCwQYMGMD999/PRx995OihCFFr+NZ1p+/kd9jsXNJj1HvHDP75aYODRyVE7ScBVhVRq9W8/vrrAPz444/06dOHoKAg1Gq1Vdczd5qdNdPxqkJERATx8fH4+/tbdN7atWtvKjAVQlRfLVu25I8//nD0MISoVRrX8yB48iq+UvZDSTFe3zxFzs/yYaUQ9iQBVhXQF6O4fPlyme36YhTWBFn6aXamMkAKhYKAgIBq2XBZLyIigrS0NBITE1mzZg316tWr9JwLFy6QnJxcBaMTQlS1AwcO4Obm5uhhCFHrNKtfh05PrWa70304o8Vjy0Su/Lrd0cMSotaSNVh2Zq9iFPppdlFRUSgUijLX1wddS5curfYFIZRKpWFN1YEDB1i6dGml51THaY9CiIrFx8cb3a7T6cjLyyMpKYnDhw/Tr18/duzYUcWjE6L2C/Cti/bJNex8bzh9dfsojn+Eqy4bqXtbb0cPTYhaRwIsO7NnMQr9NLupU6dy/vx5w3aVSsXSpUtrXEnz8PBwswKs6jrtUQhh2osvvljhmkudTkezZs146qmnJMASwk6CGtej6InP2L0ykl66Q+jWjyTvkS+o07Kno4cmRK0iAZad2bsYRUREBLfffjvt27fHzc2Nb7/9lpCQkGqfuTKmsuqCCoUClUpVrac9CiGMmzx5sskAy9XVlZYtW9K7d2+bNmIXQpTX2q8BxY9uZP/7w7hbd5TcTyO5Nv4rPJt3cfTQhKg1JMCys6ooRpGTkwNAkyZNanQJ89oy7VEIUd7UqVMdPQQhxP9rq2rEsfGbOLQ6nC6637jy8VDyH92Ku/8djh6aELWCFLmws6ooRnHp0iUAGjZsaPU1qgtT1QVVKhXx8fE1btqjEKK8zMxMEhMT2bp1K3v27CErK8vRQxLiltMhyA+XR+L5VdcK7+Ic8j94kILM3x09LCFqBclg2VlVZGVqU4AFJUFWeHg4ycnJZGRk4OfnV2OnPQoh/pWVlcXcuXP54YcfymxXKBTce++9/Pe//8XFxcVBoxPi1nNnq0AOR8dzcm047YrPcGnlYHjqO9x8Wzh6aELUaJLBqgL2zsrUtgAL/q0uOGrUKHr37i3BlRA1XE5ODqNHj2bXrl0EBgYSHh7OE088wYgRIwgKCiI5OZlHHnmEvLw8Rw9ViFtKp7YtyRsezyldMxpqL5CzfBCFl00X5xJCVE4yWFVEn5Vp3rw56enpxMbGMnnyZJsEDtnZ2UDtCrCEELXLihUrOHfuHE899RRTpkwp99r37rvv8vbbb7N27VoHjVCIW1fXDreRErEJF/UwAosy+PvdMHynJOBcr6mjhyZEjSQBVhVSKpU0a9aM9PR0WrRoYbOsTG3MYAkhapeEhATuuusuYmJijO5/+umn2bVrF4mJiTd1n82bN7NmzRrS0tJwd3fn3nvvZcaMGeVmEJiyfft21qxZw7Fjx9BoNPj7+xMWFsakSZPw9PQsc2xeXh4rVqxgx44dpKen4+Liwu2338748ePp169fuWuHhISYXG8WHR3NSy+9ZPkDFsJGetx1B3uLNuD8ZRTNCs9y/t1BNJn2Pco6DRw9NCFqHAmwqlj9+vUB+Oeff2x2TX2A1aCBvAgKIaqnjIwMQkNDKzymc+fOrFu3zup7LFq0iFWrVtG6dWtGjx5NRkYGW7duZffu3WzatImAgIAKz4+Li2PZsmX4+PgQFhaGl5cX+/fvZ/ny5SQnJ7NmzRpDkJWbm8vo0aP57bff6NChA6NHj+bq1avs2LGDyZMn88wzzzBp0iTDtbOzs8nKyqJdu3ZGg6+OHTta/biFsJXgrl3YXbgO520jaFZwmrPLBuE/bTtOnj6OHpoQNYoEWFXMx8cHgMuXL9vsmpLBEkJUd3Xq1CEzM7PCYzIzM3F3d6egoMDi6584cYJVq1bRtWtXVq9ejaurKwCDBw9m8uTJvPrqqyxfvtzk+ampqbz77rv4+fkRHx+Pr68vAMXFxcyZMwe1Ws3777/PtGnTAHj//ff57bffGDlyJPPnzzcULYqJiSEyMpLY2FjCwsJo3ry5YXwAAwcO5Omnn7b48QlRVXr17MmuojUovxtFQP5J0uKGoJq6jZ/Oa8i6mk/juu70aNEApZPpxuFC3OqkyEUVs2cGSwIsIUR11blzZ77//nt+/914GeiTJ0/y/fffc+edd1p1ff3arSlTphiCK4B+/frRo0cPkpKSKgzwduzYgVarZeLEiYbgCsDJyckQVJWevrht2zYUCgXPPvtsmTYcTZo0YdSoUWi1Wnbt2mXYrg+w2rdvb9XjE6Iq3d8rhKN9PiJH50nQtaMceCOM8at+IGb9YUat2kevhTv59tcMRw9TiGpLAqwqZo8MlhS5EEJUd48//jiFhYWMHTuWDz74gCNHjnD69Gn27t3LsmXLGDNmDFqtljFjxlh1/QMHDuDs7Ey3bt3K7QsODkan07Fv3z6T53fp0oVp06Zx7733ltunD9hKVzgcO3Ys06dPx9vb26zj9QFWu3btzHxEQjhW7979WX/bEnJ17vRU/Mp7LktxoQiAv3PyeWrNIQmyhDBBpghWMVtnsLRareFT2T///JNu3bpJSXMhRLXTpUsXXnnlFRYsWMCiRYvK7NPpdLi4uDB//nzuuusui6+t1WpJS0vD39+/TPZKLzAwEIDTp0+bvEb37t3p3r270X3ffvstALfddpthW3R0tNFjdTod3333XbnjT548iaenJ9999x2bN2/mr7/+wsvLi/vvv59p06bRpEmTSh6lEFVLW6xj9V+N2KmZyWrXhfRVHiaOt5lWOIUCXFEAC746Tv/bm8p0QSFuIBmsKmbLDJZaraZ58+bk5+cDMGbMGIKCglCr1Td9bSGEsLXIyEi2b99OTEwM/fv3Jzg4mP79+zN9+nS2b9/Oww8/bNV1c3Nz0el01KtXz+j+unXrAnD16lWLr33+/HmWLVsGwOjRoys9ft26dfzyyy8EBAQQEhICQH5+PqmpqVy7do133nmHjh07Mnz4cJo0aUJ8fDyRkZGcPXvW5DU1Gg25ubnSI0xUqZTUbDJy8tmva88Thc9QoHNmoPIAG11fpgnZ6ICMnHxSUrMdPVQhqh3JYFUxfYB1sxkstVpNVFQUOp2uzPb09HSioqJs0sBYCCFszc/PjyeeeAInp38/3zt//jzNmjWz+prXrl0DMJq9Kr3d0uIZWVlZTJw4kcuXLzNixAiCg4MrPH7r1q28+uqrODs788Ybb+Di4gLAhQsXaN26Nd7e3ixbtswwk0Gn07FkyRJWrFjBnDlz+OSTT4xed8WKFcTFxVk0diFuVtbVfMP/Jxd3ZHzhC7zjEstdTqf5yu1FJmlm8LOuTZnjhBAlJINVxfR/WG8mg6XVaomJiSkXXAGGbdOnT0er1Vp9DyGEsLUDBw4QFRVVrplwWFgYERERJgtgVMbNzQ2AwsJCo/s1Gg1AuT5WFTl9+jSjRo0iNTWV0NBQ5s6dW+Hx69at49lnnwVg4cKFZdaCBQQE8OWXX7JmzRrD3wAAhULBtGnT8Pf3Z//+/SaLcEyaNImDBw+SkJBg9viFuFmN67qX+X5vcQce0vyXk8UBNFb8w3rXV4hS7ip3nBBCAqwqZ4sMVnJyMufOnTO5X6fTcfbsWZKTk62+hxBC2NKvv/7KxIkTOX78eJkPf/Lz8+nVqxd//PEHI0eO5NSpUxZf28vLCycnJ5NTAPXb9VMFK7Nv3z5GjhzJuXPnePDBB4mNjTVko25UXFzMG2+8wYIFC3BxcSE2NpYhQ4aYPXZnZ2dDZUFT0wRdXV3x8vKiTp06Zl9XiJvVo0UD/Oq5U3p11TldYyI189mu7YaboohFLivwSpqLTmv8ww0hblUSYFUxWxS5yMgwr2qPuccJIYS9vfPOOyiVStavX8/48eMN293d3Xn33XdZu3YtWq2W999/3+Jru7q6EhgYyPnz541msc6cOQNA69atK73WV199xWOPPUZOTg6PPfYY//vf/0wGVxqNhpiYGD766CN8fHz48MMP6d+/f7njsrKyOHDgAOfPnzd6nevXrwMlz4UQ1YXSScG8B28HKBNk5eHBU4XTiS0qWYZw59m1/P5WGPlXLjlglEJUT1YHWJs3b2bYsGF07tyZ4OBgnnvuOdLT0806Ny0tjdtuu83kl75ik7X3y87O5pVXXqFv37507NiRsLAwVq1aRVFRkbUP12b0GawrV65YPYXPz8/PpscJIYS9/frrrzzwwAN07NjR6H79a/XBgwetun737t0pLCzk0KFD5fbt3bsXhUJBly5dKrzG1q1bef7559FqtcyfP5+ZM2eW6XFVWnFxMTExMezYsQOVSsVnn31mtEQ8wDfffEN0dDQrVqwoty8vL49jx47h4eFBmzZtzHikQlSdsDv8eG9MF5rWKxv8N6nnSdsRr5Fwx5tc07lxW94Bspf2Iuv0Lw4aqRDVi1VFLhYtWsSqVato3bo1o0ePJiMjg61bt7J79242bdpEQEBAhefr+4GEhoYabbp446eMltwvJyeHMWPGcPr0aQYMGEBgYCA//vgjixYt4ujRo7z99tvWPGSb0QdYUDLWBg0aWHyNkJAQVCoV6enpRtdhKRQKVCqVoYKVEEI4Wm5ubqUZGh8fH4sLUehFRkayadMmlixZwurVqw33SkhIICUlhdDQUJo2bWry/NTUVGbPnk1xcTELFy5k6NChFd5vxYoV7Ny5k2bNmrFu3boKy6z379+fxYsX88UXXzBq1ChDL6yioiJee+01/vnnHyZMmGBYSyZEdRJ2hx/9b29KSmo2WVfzaVzXnR4tGpSUZr9zEj8H3k6TrRNoVnye3E8G8nvoMtqGWFcRVIjawuIA68SJE6xatYquXbuyevVqQ3WmwYMHM3nyZF599VWWL19e4TVOnjwJwMSJE01+4mft/eLi4jh16hTz5s0zlNSdMWOGoQzwjh07GDBggKUP22ZcXFyoU6cOeXl5XL582aoAS6lUEhsbS1RUVLl9+k9bly5dKv2whBDVRvPmzdm3bx9ardboa1NxcTH79+/H39+f1NRUi6/fuXNnoqOjWbt2LeHh4YSGhpKZmcm2bdvw9fVl1qxZhmP3799PSkoK7du3p1+/fkDJ347r16/j7+/P2bNnDaXZS/Py8mLChAnk5OSwcuVKANq3b8/GjRuNjqlbt24EBwejUqmYOXMmr732GsOHD2fQoEF4e3uzb98+fv/9d7p06UJMTIzFj1mIqqJ0UhDcqqHRfZ17hJDebCdHPhpJR+0xWic8zs9nj9Jp5HwUTrISRdyaLA6w9NWfpkyZUqYkbr9+/ejRowdJSUlkZmZW+GneiRMnUCgUZnW0t+R+Go2GTZs24efnx8iRIw3HKpVKXnjhBXbs2MH69esdGmBptVo8PDzIy8sjISGBoKAgqwKhiIgI4uPjGTVqlKFCFoBKpWLp0qVSol0IUa0MGTKERYsWMXv2bGbPnl2mZ9WVK1d48803+e2333j88ceNTqUzx9y5c2nZsiUbNmzg008/xcfHh8GDBxMTE1NmpkNKSgpxcXEMGzbMEGDt378fKGl1YaokepMmTZgwYQJHjx41lIb//vvv+f77740e/+STTxpKu48bN46WLVvy4YcfkpCQgEajITAwkGeeeYYJEyaYLDEvRE3grwqk/nMJJC+fREjOl3T+PZbDbx+j/aTVuHmYV1xGiNpEoTM2x6wCYWFhnD17lp9//rncH4R3332X2NhY3nzzTcLDw01eIyQkBDc3N7NKzlpyv8OHDzNixAiGDh3KwoULy12rf//+/P333xw+fLjCoCY7O7tcv5O9e/dalW0qTa1WExMTU6YCoEqlIjY21uqAqEWLFqSlpTFv3jx69+5NSEiIZK6EENVOUVERjzzyCD///DPOzs4EBQXh5eVFbm4uaWlpFBUVcddddxEbG8v9999f5lxbvP7WBvb62ySEreh0OpLXLST49zdxUWg55dyaehM24uvfytFDE+KmWPr6a1HuVqvVkpaWRtOmTY1+2hYYGAiU9A+paIBZWVk0btyYN954g/79+3PnnXcycOBA4uLiymRjLL2fvryvqTVggYGBaDSaCkuc24u+MfCN99Y3Blar1RZfs7i42FCVauLEifTu3VuCKyFEteTs7Mwnn3zCjBkzCAgI4M8//+Tw4cP8+eefNGnShClTpvDpp59KJkeIGkyhUHBf9H/4td/HZFOXVkV/oljVl99+kh5u4tZi0RTB3NxcdDpdmakdpel7jJjqRQJw/PhxAA4ePEh2djZ9+/bl+vXrJCcns2zZMvbu3ctHH32Eq6urxffT/7d0IQljx1+5csXofo1Gg0ajIS8vz+T4rVFZY2CFQsH06dMJDw+3KEC6ePEiGo0GhUIhFQOFENWei4sLkyZNYtKkSWg0Gi5fvkydOnXw8vJy9NCEEDbUOeRBzvq34fKaEbQqTqPu18P56ew8ukfIWkNxa7Aog6Wfc27qE0b99oqqQOXm5hIUFMTIkSP5+uuvmTVrFi+//DLffPMN99xzDwcOHDAsHrb0fvrAyNrxrVixgq5duxrm5NuKvRoD66/ZtGlTk31ahBCiOnJ1daVJkyYSXAlRSwW0bEeTGbs4WCcEV4WW7kdeYu87j1FYqKn8ZCFqOIsCLH0JWWONHAHD9D5PT0+T1wgLC2P79u0sWLAAZ+d/E2ienp7MmzcPKGn0aM39zD2+Tp06RvdPmjSJgwcPmrU2zBL2agysD7BUKpXFYxJCCCGEsCevuj50fmYL+wKfACD4wiZO/K8/ly5Y9n5HiJrGogDLy8sLJycnk1MA9dv1U/EsFRQUhLe3N2fPnrXqfvqphKamAOqPN/WJqaurK15eXiYDMGvZozGwVqtl586dQElgaW3TYiGEEEIIe3FSKuk58X/8cs8yrunc6Kg5TP479/P70RRHD00Iu7EowHJ1dSUwMJDz588bzRKdOXMGKN8ouLTU1FT27t1rdJ1TcXExBQUFhkyUpfdr1apVme3Gjvf09KRZs2YVPUyb0zcG1veoMsaSxsBqtZqgoCBiY2MB2L17N0FBQVYVyhBCCCGEsLe7Bozl4oivyVA0xp9M/OMfZO/WTxw9LCHswuIOcN27d6ewsJBDhw6V27d3714UCgVdunQxef7ChQsZP348u3btKrfvyJEjFBQU0LFjR6vu16FDB+rUqUNKSgrFxcVljj137hxnzpyhU6dOVV5pT98YGDAZZF2/fp0tW7ZUei17VCMUQgghhLC3wNt74DU1mRPud1FHkc/d+6eRuPJ5iopkFo6oXSwOsCIjIwFYsmQJ+fn5hu0JCQmkpKTQt29fmjZtavL8Bx54AIC4uDhyc3MN2y9fvszLL78MlDRktOZ+bm5uDBkyhHPnzvHJJ/9+KqLVag19saKjoy19yDahbwxsql5+dnZ2pQFSZdUIAaZPny7TBYUQQghRLdVt0JTbnk3g5yZROCl09Dm/ggOLh3L58mVHD00Im7G40TDAyy+/zNq1awkKCiI0NJTMzEy2bdtG/fr1Wb9+vaEP1f79+0lJSaF9+/aGynw6nY5p06axY8cOGjduTP/+/dFoNCQlJXHhwgXGjx/PrFmzrLof/BuopKen06dPH1q3bs2ePXs4duwYgwYNYsmSJRVO1dNfwx7NHLVaLUFBQSYrCioUClQqFampqUazbElJSfTp06fS+yQmJtK7d++bGqsQQjiCNNM1TZ4bUdsc3bKUdodexkWh5XdFCxj1GW3btnf0sIQox66NhvXmzp3L3LlzcXV15dNPPyUlJYXBgweXC3ZSUlKIi4srU5VPoVAQGxvLSy+9hK+vL/Hx8XzzzTcEBATw1ltvlQuuLLkfQIMGDVi/fj1RUVEcPXqUTz75hPz8fGbOnMmbb75ZaXBlTzdbrt1e1QiFEEIIIaraneHTOT90A5epR1tdKg3XDuDHnV85elhC3DSLGg3rKRQKxowZw5gxYyo8burUqUydOrXcdicnJ6Kjo82ermfu/fQaN27Mq6++ataxVelmAyR7VCMUQgghhHCU5p37k9M0kbQPHyao8BTdd43j27PP0/+RF1A6Oe5DcSFuhlUZLGGdmw2QKqtGqFAoCAgIMLsaoRBCCCGEo9Xza4XqmV2caBCKq0JLWOrr7HxrHDlXrzl6aEJYRQKsKnSzAVLpaoTGzgVYunRplVdJFEIIIYS4Gc4edWk/dTMn2k8DoH/uFk4tGcCffxlvvSNEdSYBVhWqqFy7uQGSvhphw4YNy2xXqVTEx8cTERFh41ELIYQQQlQBhYL2I17hr/6ruIY7XYqP4vZhKD/uKd/aR4jqTAKsKqYPkPz9/ctstyRAioiIYP78+QB069aNxMREUlNTJbgSQgghRI3X/N7haMZtJ1PZlABFFp22P8yW9SspLi4pfK0t1rH31CW2HE5n76lLaIstLogthF1ZVeRC3JyIiAjCw8Pp0aMHhw4dYvbs2bz88ssWTe27cOECUBJgSUl2IYQQQtQmPi06UTj9R06vHE7LqwcJPzmTL94+hi7kOd7c8TsZOf/2RvWr5868B28n7A4p8iWqB8lgOYhSqaR58+YABAQEWLxu6u+//wagSZMmNh+bEEIIIYSjudT1peX07fwRNBqAof+sxvWLifyT80+Z4/7OyeepNYf49ldpUyOqBwmwHMjb2xuAK1euWHxuZmYmAE2bNrXpmIQQQgghqg2lC23Gv0favW+g0Sl5QJnCZtcF+HPBcIh+guCCr47LdEFRLUiA5UB169YFbi7AkgyWEEIIIWq7jJbDGa2ZwwWdN7c7/cWXbi8S4nTEsF8HZOTkk5Ka7bhBCvH/JMByIH0G6+rVqxafq58iKBksIYQQQtR2WVfzOaBrR3jBf/m1OIiGiqt86voGi1yW48PVMscJ4WgSYDmQtRksnU4nGSwhhBBC3DIa13UH4Dy+RGnm8VHRQIp1CqKUP/Cd20yGOO0FdIbjhHAkCbAcyNoM1tWrV7l+/TogAZYQQgghar8eLRrgV88dBZCPGwuKxhGlmcfvxf40UlwhznUZH7gsIuvcn4Zy7kI4igRYDmRtBuv8+fMAuLm58dNPP6HVam0+NiGEEEKI6kLppGDeg7cDoPj/bYd0bRmieY0lhZFodEpClT/Td2c4Hy6dw5+ZOY4brLjlSYDlQNZksNRqNffddx8ABQUF9OnTh6CgINRqtV3GKIQQQghRHYTd4cd7Y7rQtN6/0wA1uLDRK5q9/T8n0/tO6iqu89iVd8h5px+rt2wnv1A+hBZVTxoNO5ClZdrVajVRUVHodGVT3+np6URFRREfH09ERITNxymEEEIIUR2E3eFH/9ubkpKaTdbVfBrXdadHiwYonRRwzy4u//AeHrv+S1en37nj0GjWHXuYdlEvEdy2maOHLm4hksFyIP0UQXMyWFqtlpiYmHLBFWDYNn36dJkuKIQQQohaTemkILhVQ8I7+RPcqmFJcAXgpKR+7ym4xaSQ1eR+3BRFTNB8RoM1/Xn743VcztM4duDiliEBlgNZksFKTk7m3LlzJvfrdDrOnj1LcnKyzcYnhBBCCFHTKHwCafzkFq49tII8pQ+3OZ1jyumn2bZoHFtSfjP6YbUQtiQBlgOVzmBV9suekZFh1jXNPU4IIYQQotZSKPDsMpI6zxziUqsInBQ6Ruu20vWbwfwvLo7Ui3mOHqGoxSTAciB9Bqu4uJhr165VeKyfn59Z1zT3OCGEEEKIWq9OQxo+8hFFo+O54uaHSnGR5y+9yJG3h/P+tyloioodPUJRC0mA5UCenp44OZX8E1Q2TTAkJASVSoVCoTC6X6FQEBAQQEhIiM3HKYQQQghRkzm37Y/3Mwe40ukJinEi3Gk3w/ZGsHjxKxxIveTo4YlaRgIsB1IoFGYXulAqlcTGxpq8DsDSpUtRKpW2HaQQQtQgmzdvZtiwYXTu3Jng4GCee+450tPTzT5/+/btPPLII3Tp0oU77riDgQMHsmTJEpOzDCy5X3Z2Nq+88gp9+/alY8eOhIWFsWrVKoqKiqx6rEIIC7l54T30fyge+44c77Y0VFxl1vW3yP1wGAvXf0fOtUJHj1DUEhJgOZglzYYjIiJYvHhxue0qlUpKtAshbnmLFi1i9uzZaDQaRo8eTXBwMFu3biUyMpKzZ89Wen5cXBzTpk3j999/JywsjNGjR+Pu7s7y5csZM2ZMuSDLkvvl5OQwZswY1q5dyx133MHYsWPx8PBg0aJFPPPMMzZ9HoQQFVOoulFv2o9cD5lFkcKF3spfmHIimpWLnuerw2elCIa4adIHy8EsbTbcokULANq2bcv8+fPx8/MjJCREMldCiFvaiRMnWLVqFV27dmX16tW4uroCMHjwYCZPnsyrr77K8uXLTZ6fmprKu+++i5+fH/Hx8fj6+gIla2TnzJmDWq3m/fffZ9q0aVbdLy4ujlOnTjFv3jxGjx4NwIwZM5g+fTrbt29nx44dDBgwwC7PjRDCCGdXPEL/Ax0juLLpabyzfmJm8Yf8rP6BOfue56nhDxLQwNPRoxQ1lGSwHMySDBbA6dOnAejcuTOjRo2id+/eElwJIW55a9euBWDKlCmGYAegX79+9OjRg6SkJDIzM02ev2PHDrRaLRMnTjQEVwBOTk6GoCoxMdGq+2k0GjZt2oSfnx8jR440HKtUKnnhhRcAWL9+vdWPXQhxExq1xfvJHRQOWkyBsg6dnf5kfsZTfLl0MqsST1ColSIYwnISYDmYJRksrVbLDz/8AJT8YZamwkIIUeLAgQM4OzvTrVu3cvuCg4PR6XTs27fP5PldunRh2rRp3HvvveX26QOovLx/yzpbcr/jx49z/fp17r77bkNhIz2VSkVgYCA//fSTvKYL4ShOTrjc/RhuMQfICxqAq0LLZCc1fRIj+M/SVRw++4+jRyhqGAmwHMzcDJZarSYoKIgtW7YAsG7dOoKCglCr1XYfoxBCVGdarZa0tDSaNm1aJpukFxgYCPw7A8CY7t27M3nyZFq1alVu37fffgvAbbfdZtX9Tp06BUBAQIDRewcGBqLRaCpsJi+EqALezagzbiO6hz8m360hrZ3Os/jq8xxd+RivqfdzNV+KYAjzSIDlYF5eXgAkJyeTlJRk9BNMtVpNVFRUuT++6enpREVFSZAlhLil5ebmotPpqFevntH95lZrNeb8+fMsW7YMwLB2ytL76f/r4+NT4fGmPmjTaDTk5uaWyaAJIexEoUDRYSjuMQfIv6Pkd/4R5XeM/2Uk8xYt5ttf/y5zuLZYx95Tl9hyOJ29py6hLZYCGUICLIdSq9WG4Gj9+vX06dOnXFZKq9USExNjtKKNftv06dNlaokQ4palr+5nLJtUentBQYFF183KymLixIlcvnyZESNGEBwcbNX99IGRteNbsWIFXbt2pV+/fhaNXwhxEzwb4B71HozdwnWvQJopsnmr6HUKN4zjmQ93cP6f63z7awa9Fu5k1Kp9xKw/zKhV++i1cCff/prh6NELB5MAy0H0Wanc3Nwy22/MSiUnJ1c4bUSn03H27FmSk5PtOl4hhKiu3NzcACgsND59R6PRACXN3c11+vRpRo0aRWpqKqGhocydO9fq+5l7fJ06dYzunzRpEgcPHiQhIcHs8QshbKRlbzym7aeo51SKceJB5T5e+ms8by+ez5NrDpKRk1/m8L9z8nlqzSEJsm5xEmA5gCVZqYwM835BzT1OCCFqGy8vL5ycnExOAdRv10/Fq8y+ffsYOXIk586d48EHHyQ2NhYXFxer76efSmhqCqD+eP2U8Ru5urri5eVlMgATQtiZqyfOYf/F6YlE8n074KPI4w3lcj51eZ0ARdnqpPp3dgu+Oi7TBW9hVvfB2rx5M2vWrCEtLQ13d3fuvfdeZsyYgb+/v8XXKigoYOjQoZw+fZpjx47h7PzvsPSLiisybNgw3njjDcP3ISEhZGVlGT02Ojqal156yeIx2pIlWSk/Pz+zrmnucUIIUdu4uroSGBhIeno6hYWFZYIhgDNnzgDQunXrSq/11VdfMWvWLAoLC3nsscd47rnnUCgUN3U/feEM/fYbnTlzBk9PT5o1a2bGoxVCOEyzTrg/tYu0r9+k6aElhCh/ZYfTCywuepiPtGFoKWmbowMycvJJSc0muFVDx45ZOIRVAdaiRYtYtWoVrVu3ZvTo0WRkZPxfe3ceV1Wd/3H8de9FxH1NRZE0FUTUDBdyIRdwTTORMVNzmWqcFLdsscy0ZnJpatDUympGs0gbEZ0sNbG03FHcyCUbU1FGwcIQUETh/P7gd++EXJCrV9b38/Hg4YPvOffczzl8Ped+7ndj/fr1bN++nVWrVuU5U1Je3n777TxndwoNDbVbbhgGy5YtIy0tjQcffNBWnpSURGJiIs2bN7fbX71169YOxXY3ONIqNWTIEDw8PIiPj7fb4mUymfDw8CAgIMDZYYqIlBjt27fn9OnT7N+/H39//xzbdu3ahclkws/PL99jrF+/nhdeeAGAWbNm8fjjjzvl/Xx9falUqRLR0dFkZWXlmKr93LlzxMXF0alTJ61pKFISWMpx6N7RjN5dlzku/6Cj5SivlAtnoGUHb94YyrasVkD2lzKJKen5H0tKLYcTLEdXr7+V6Oholi9fnuf2CRMm2C3/xz/+QVpaGo899hiPPvpojvgAevfuzbhx4wocR2FypFXKYrGwYMECQkJCcm23fqs6f/58PZhFpEwbPHgwq1atIiwsjGXLluHm5gbA5s2biY6OJjAwkHr16uX5+lOnTvHyyy+TlZXFvHnzcjxX7vT9ypcvT//+/fn8889Zvnw5o0ePBrK7i8+bNw/I7l0hIiVDnSpunDbcefz6dIZkbeUVl3BamU/zietc9mV5EXZjMDuyWmK5qfVbyg6HE6yCrl5ft27dWx4rNTWVadOm0aJFC3755Rfbqve3cuLECcLCwmjQoAHTpk3Lsc2aYPn4+BT0lApdQECAQ61SwcHBREREMHr06Bx9/j08PJg/fz7BwcGFFruISHH0wAMPMHz4cMLDwxk4cCCBgYEkJCSwYcMGateuzUsvvWTbd8+ePURHR+Pj42Pr6bBo0SKuXr1KgwYNOHv2rG1q9t+rXLkyY8aMcfj9IHtc7fbt25kzZw67d++madOm7Ny5kyNHjtC3b18CAwPv4tUREWfq0Lgm7tXcuJCczr8yu/Ntph/PuHzBcMtm2plPEO46h+gsb975Vwjbf+rNuO7N8KxV8El2pORzeJILR1avv5XZs2dz8eJF5s6dm2Pc1a3MmTOH69ev8/LLL+eaFcqaYDVv3rzAxyts1lYpIFff/rxapYKDgxk8eDAAf/jDH9iyZQunTp1SciUi8v9mzJjBjBkzcHV15ZNPPiE6Opp+/fqxcuXKHF3Xo6OjWbRoUY5Z+fbs2QNkz+S6aNEiuz9Lly69rfcDqFmzJitXriQkJITY2FiWL19Oeno6zz//PG+++WauZ4GIFF8Ws4mZA1oA2Z0Bf6Eaf7nxBAHX5rP0Rm+uGeXoYP6RT8u9waDDf2La39/l2c8P8p/E1PwPLKWGQy1Y1tXrGzRoUKDV6/OzZcsWVq9ezdSpU/Hy8ipwDFu3bmXnzp34+fnZHWN1/PhxKlasSFRUFKtXr+bMmTNUrlyZrl27MnHixHxb1jIyMsjIyCiUxRytrVKTJk3KMeFFfq1SSUlJQHZrYbdu3e56jCIiJYnJZGLEiBGMGDEi3/0mTJiQq/v59u3b79r7WdWpU4c33njD4fcRkeKnT0t33hvhx2vrjtqmar9IDT6oNJZGQS/T/WI4WfuW4c9xPjP/hV0/rGb6ocHUbtmD0O5N8XGvWsRnIHeTQwmWo6vX5+XSpUvMmDGD+++/nyeffNKREPjggw+A7HVBbpaens6pU6fIzMxk8eLF9OrVC39/f2JiYoiIiOC7775jxYoVeU7CsWTJEhYtWuRQPHciODiYgQMH0qZNG3744QdmzpzJjBkz8hxPdfHiRQBq165daDGKiIiISG59WrrTs0U9ok8lkZiSTp0qbnRoXBOL2QS0wdx5Mmz/O1kxy+nIUTpajrLjWCQzYgdTw6crE3o0pbVH9SI+C7kbHEqwHF29Pi+zZs3i8uXLLF++3KHJGWJjY4mJicHLy8tuC87Fixdp2rQpVatWZeHChdSoUQPInnEwLCyMJUuWMH369Dwn1Rg7dixjxozh0qVLdlvH7gaLxYKvry8//PAD1atXz/d6WBOse+65p1BiExEREZG8WcymvKdir9YAHn4bc5cpsO1tjP2f0JkjdLYcYdtPLZl1LIQqzTozoUdT2jWqWbiBy13lUILl6Or19nz55Zds3LiRadOmcd999zny9kRERAAwdOhQu9sbNmzIF198kavcZDIxceJEvvzyS/bs2ZPnJByurq64urrazqOweHh4AOS7NhYowRIREREpcap5QP8wTF2mwLa/Yxz4lAB+IMDyA9+fasUbS0Io39ifiT2a0bFJLY3JLAUcmuTC0dXrb5aQkMDrr7+On58fo0aNcihQwzD45ptvsFgs9O7d26HXAri4uNhmFjx79qzDr7+bCpJgXb9+neTkZEAJloiIiEiJU90TBszHNHE/+I3CMLvwkCWWNeVn8uezL/LmP8IZ/N5OthxPtDvLtJQcDrVgObp6/c127NhBcnIy+/fvz3MadV9fXwB+/PHHHOWHDx/m4sWL+Pv75zkGKTExkbi4OOrXr0/9+vVzbb969SqAbb2S4sK6LtaBAwfYunUrAQEBuboK/vLLLwCYzWZb10cRERERKWGqe8Ij72AKeBa+fwvj4Gd0sxyim+UQW87fT9jHIbxd/wFCuzejV4u6mM1q0SppHF4Hy5HV62/m4+NDaGio3W0ff/wxKSkpjBs3Lscq91YHDhwAyPWev/fVV18xd+5chg4dymuvvZZjW1paGkeOHKFChQo0a9Ys33MsTJGRkUycOBHIXt+re/fueHh4sGDBghwzCVq7B9aqVcvu9RERERGREqRGIxi4CFPA1OxE69AKulsO0d1yiG8SHyAsfDBhde5nfI+mPNzK/f8nz5CSwOEEy5HV62/m4+OTZ8vVmjVrSElJYfz48XbXxIqNjQWgTZs2ecbWs2dP3n77bdauXcvjjz9uWwvrxo0bzJ49m99++40xY8bYxpIVtcjISEJCQnI1A8fHxxMSEkJERIQtydL4KxEREZFSqGZjeHTx/1q0Dq8k0HKAQMsBopL8mL9yMPOjWjKue1MGtqlPOYu+aC/uHE6wHFm9fs+ePURHR+Pj43PHs/JZux82atQoz308PDx4/vnnmT17NkOGDKFv375UrVqV3bt3c+LECfz8/Jg0adIdxeEsmZmZTJo0yW4fW8MwMJlMTJ48mYEDB2KxWDRFu4iIiEhpVqsJDHoP00PPwXdvYsT+i56W/fS07GdTclvmRwxmwTc+PNO1KYPbNqC8S8Fn4pbCdVspcEFXr4+OjmbRokVs3rz5jgNNSkrCbDZTp06dfPcbNWoUH330EW3btmXz5s2sXLmSrKwsnn32WT7++GMqVKhwx7E4w7Zt2/Kd1MIwDM6ePcu2bdvIzMxk165dtm2ZmZmFEaKIiIiIFLZaTSB4Cabx0dBqCIbJTC9LDOvLv8z0lNksX/sV3f62lWU7TpF+Pednwswsg10nf+XfB+PZdfJXMrM0WUZRMBmapiSXpKQkOnbsmKNs165d1KzpvDUKVqxYwbBhw2653+TJk4mIiMiRjNkboyUiUhoUxv23pNK1ESmjLp6A79/EiI3ARPbH9vWZHVhwI5hfKzXjTw81Zrj/vWz76SKvrTvK+eR020vdq7kxc0AL+rR0L6roSwVH77/qxFlErDMH3sr8+fNztXRZx2hFRkbejdBEREREpLi4xwsGf4Rp/B5oORgDE/0s0Xxdfhqzrr3Jqg2baf/GZv786f4cyRXAheR0nvl0Pxt/OF9EwZdNSrCKSEBAAB4eHvkuJnfzVO1W1kbHyZMnq7ugiIiISFlwjzeE/BPTuF3gOwiA/pY9fF3+ReYZYTQ15R56Yu2m9tq6o+ouWIiUYBURi8XCggULAHIlWdbf80uefj9GS0RERETKiDo+8Idl8MwuaDEQMwYDLLvZ5PoiC8otookpPsfuBnA+OZ3oU0lFEm5ZpASrCAUHBxMREUGDBg1ylHt4eDB58uQCHeP8eTX5ioiIiJQ5dVvAkOVs6b6GDZntMZsMBlp2ssn1Bd4rF8ZD5kOYyLLtfiH5ahEGW7YowSpiwcHBnD59mhdeeAHIXsj51KlTDBw4sECvL+hYLhEREREpfdw87ueZ61Pod202X2e2w2Iy6GvZy3LXeWwrP5kJlkjqksRfvzrKe1tPcikto6hDLvWUYBUDFouFgIAAALKysmy/5zdGy2Qy0bBhQ9vrRERERKTs6dC4Ju7V3DhmNGLs9WfpdW0eS2/0JtmoiIfpF6aWi2Bn+QnMzZjDvk3hdJ6ziWmrD3Ps/OWiDr3UUoJVTNxzzz0AtgWFfz9G62bWpGv+/Pl5ToQhIiIiIqWfxWxi5oAWAJiAE0ZDXrsxig7X3mVKxjj2ZDXHYjLoadnPP1zf5ltLKPUPvM3T70Qy9INdbPzhgibAcDIlWMWEdQFla4IF/xujVaNGjRz7enh4EBERoXWwRERERIQ+Ld15b4Qf9aq52cqu4cruKkFcGrIWxu+FjqEYFWtRz3SJiS5r+d51Ms+cfYG1n71H93lRLPnuJL9dUfdBZ3Ap6gAkm7UF6+rVq6SlpVGpUiUgO8nau3cvc+fOJSgoiOnTpxMQEKCWKxERERGx6dPSnZ4t6hF9KonElHTqVHGjQ+OaWMwmwB16v4Ep8FU4/hXs/xjzz1vpajlMV8thLqb/k9VRXXlscw/8HmjP6E6N8K5XpahPqcRSglVMVKpUCTc3N9LT00lMTKRx48a2bXFxcQD06tWLbt26FVGEIiIiIlKcWcwmOjaplfcOLuWhZXD2T9LPsP8TjAPh3JOWwJ9d1vFn1rHzQAsW7+vBb/f2ZngXL4J86v5/kiYFpS6CxYTJZMo1Dguy18I6ePAgAFeuXNHCwiIiIiJy52reB0EzMT17BB4Lx2jWCwMTnSxHecd1EQv++zjnVkxm1LzlfPD9SZKvXC/qiEsMJVjFyM0JVmRkJI0aNeLo0aMAzJo1i0aNGhEZGVlkMYqIiIhIKWIpBz79MQ1fhWlyLHSdxo3K9alhSuVJlw18em0iD2weypy5rzJz9V5OJKQUdcTFnhKsYuT3CVZkZCQhISGcO3cuxz7x8fGEhIQoyRIRERER56reELq/hMuzP8CwVWR69SPLZKG9+QRzze8y9fAj7F44hpffDSfqaIJmH8yDxmAVI9YEKyEhgRkzZmAYuSutYRiYTCYmT57MwIEDNdmFiIiIiDiX2QJevbB49YLL5zEOhnMtehlVU88y0iUKEqM4uPI+3nbrTd2Ow3n0weZUq1AuxyEys4w8Jtwo/ZRgFSO1amUPSly7dm2ulqvfMwyDs2fPsm3bNk16ISIiIiJ3T1V3TA89h1uXZ+HUVq7s/ifl/7OBNuafaZPxHqlbl7JhSyd+af44QT360KxeVTb+cJ7X1h3lfHK67TDu1dyYOaAFfVq6F+HJFA4lWMVEZGQkS5cuBWD37t0Fes358+fvZkgiIiIiItnMZmjSg4pNekDqRa7vD+fqnqVUTTvNH0zfwolvOXr8XhZX6suSS225TKUcL7+QnM4zn+7nvRF+pT7J0hisYsA63ury5csOvc7dvXRXThEREREphirfQ7mHJlP1uYMYo77kYuOBXDeVo4X5DOOvvs+e8uN5u9x7tDX9CGQPebEOfHlt3dFSP3ZLLVhFLDMzk0mTJtkdb5UXk8mEh4cHAQEBdzEyEREREZF8mEyYGgdwT+MAuJJE7IYPcD30Cd7mcwy2bGOwZRs/ZTVgfVYHNmW244jRiPPJ6USfSsp/va4STglWEdu2bVu+463sMQyD+fPna4ILERERESkeKtbk5yZPMGlvS/xMPzHUsoX+lt00M8czybyGSS5riDdqEZXZloSDlzDuHYLJxbWoo74rlGAVsdsZRzV58mSCg4PvQjQiIiIiIrenThU3wMR+w4v9N7z4y40n6GneR09LDF3Nh2lg+pXRLpsgdhMpsS8Qf08AtdoGc88D/aB8laIO32mUYBWx2xlHNXDgwLsQiYhIybd69Wo+/fRTTp8+jZubG507d2bKlCk0aNDA4WN9//33PP300yxdupROnTrl2Obt7X3L1w8aNIi5c+fafg8ICCAxMdHuvsOHD+fVV191OEYRkeKkQ+OauFdz40JyOgaQQkUisx4iMushypNBZ/MP9HWJobsphtqmyzS/uBE2buT6RhcSa/tT/YFBVGo9AKrUK+pTuSNKsIpYQEAAHh4exMfH33IclsZeiYjk7a233uLDDz+kadOmDBs2jPPnz7N+/Xq2b9/OqlWraNiwYYGPdfz4cZ5//vk8t4eGhtotNwyDZcuWkZaWxoMPPmgrT0pKIjExkebNmxMUFJTrda1bty5wbCIixZXFbGLmgBY88+l+TPxvYguADFzZkuXHkCFPUf6+GmzZsYm0Q1/ge3kbjc0XaPDLDojaAVHPcalGayrfP5ByvgOgtheYStb6WUqwipjFYmHBggWEhIRgMpnyTLJM/1+xNPZKRCS3Y8eO8eGHH9K2bVuWLVuGq2t2v/5+/foxfvx43njjDd5///0CHSsqKoqXX34535ldJ0yYYLf8H//4B2lpaTz22GM8+uijOeID6N27N+PGjSvgWYmIlDx9Wrrz3gi/XOtg1btpHazuPR+Bno+QkHyViF07SD30b+5P28kD5v9Q49Jh2HoYtv6Fq1UaUb7lI5h9HgaP9tmLIBdzSrCKgeDgYCIiIpg0aVKeE154eHgwf/58jb0SEbEjPDwcyG5ZsiZXAEFBQXTo0IGtW7eSkJBA3bp18zxGQkICs2bN4ttvv6V27dr4+vpy5MiRAsdw4sQJwsLCaNCgAdOmTcuxzZpg+fj4OHJaIiIlUp+W7vRsUY/oU0kkpqRTp4obHRrXxGLO3RJVt1oFQvoEQZ8gfkpI4d3og6Qe+pIO13bR0XyECimnYdc7sOsdblSojaV5X0zN+8N9XaFchcI/uQLQOljFRHBwMKdPn871zeZTTz3Fli1bOHXqlJIrEZE87Nu3DxcXF9q1a5drW8eOHTEM45aLuMfGxrJlyxYeeeQR1q1bh5eXl0MxzJkzh+vXr/Pyyy9TsWLFHNusCVbz5s0dOqaISEllMZvo2KQWA9s0oGOTWnaTq5s1q1uFcQMCeO7luVR6ci1zW33FczzL2sxOXDYq4nL1F0wHPoEVj5E1rzF8PgIOroArSYVwRgWnFqxixGKx0Lt3b959911b2bBhw+jWrVvRBSUiUsxlZmZy+vRpGjRokKP1ysrT0xOAn3/+Od/jeHl58eWXX9K0aVOHY9i6dSs7d+7Ez8/P7hir48ePU7FiRaKioli9ejVnzpyhcuXKdO3alYkTJ+bbspaRkUFGRgZpaWkOxyUiUhKZzSbaN6pJ+0YPcu3R9nz340VePnCG1B+/o5uxl16WfdS/kQTH1sGxdRgmC6Z7O4F3P2jeD2o0KtL4lWAVM/fee2+O3xs1alQ0gYiIlBCpqakYhkG1atXsbq9SJXvq35SUlHyPY03EbscHH3wAwNixY3NtS09P59SpU2RmZrJ48WJ69eqFv78/MTExRERE8N1337FixYo8J+FYsmQJixYtuu3YRERKsvIuFnr51qOXbz0up/uxMfYCU/efI+VMDD3NMfQy78PHHAent2X/fP0S1G0JzR/OTrjc7weTicwso0BdFp1BCVYxEhkZycSJE3OUPfTQQyxYsEDdA0VE8nDlyhUAu61Xvy+/du3aXXn/2NhYYmJi8PLystvj4OLFizRt2pSqVauycOFCatSoAWTPOBgWFsaSJUuYPn06y5cvt3v8sWPHMmbMGC5dumS3dUxEpKyo6laOIe0bMqR9Q84nt+GLg32ZciCe1IST9DJnJ1wdLMewJPwACT/Ad/OgWkPO1H6It+KasSHlPm78f/rjftOkG8502wmWM9cauXbtGo8++ig///wzR44cwcUlZ1hhYWF5zv5UsWJFDhw4kKMsKSmJxYsXs2XLFn755Rfq16/P4MGDGTNmTK5jFxeRkZGEhITkmkUwPj6ekJAQIiIilGSJiNhRvnx5AK5fv253e0ZGBkCucVHOEhERAcDQoUPtbm/YsCFffPFFrnKTycTEiRP58ssv2bNnT56TcLi6uuLq6mo7DxERAfdqFRjbtQljuzbh+IU2rD3QkWcPxnM1+SI9zAfoZYmhq+UwFZLPcm9yOAuB5PIV+ehGPxZmBnMhOZ1nPt3PeyP8nJ5k3Va24cy1RgDefvvtfPvGHzt2DJPJxLhx42zTlVuVK1cux+/JycmMGDGCn3/+mV69euHp6cmOHTt46623iI2N5Z133nEotsKQmZnJpEmT7E7RbhgGJpOJyZMnM3DgQE3RLiJyk8qVK2M2m/PsAmgtt3YVdCbDMPjmm29sY2gd5eLigo+PD/Hx8Zw9ezbfsVgiImJf83pVmda3Ki/09ib6dBJrD7Tg+dgeZKRfobP5B3qZ9xFo2c89pssMsXzHwsxgDMAEvLbuKD1b1HNqd0GHEyxnrjUCEB0dnWe3iN+/Z8OGDXN1n7Nn0aJFnDx5kpkzZzJs2DAApkyZwuTJk/n666/ZtGkTvXr1KnB8hWHbtm15Ts8O2Q/ws2fPsm3bNk14ISJyE1dXVzw9PYmPj+f69eu5vniLi4sDuK3JK27l8OHDXLx4EX9/f2rXrm13n8TEROLi4qhfvz7169fPtf3q1asAuLm5OT0+EZGyxGw28eB9tXjwvlrMesSXJd+dJGyzK99m+WG+kUVL0yl+Nara9jeA88npRJ9KomOTWs6Lw9EXFHStkYJITU1l2rRptGjRIs9v7ZKSkkhMTCzQ2iEZGRmsWrUKd3f3HF01LBYLL774IgArV64sUGyF6fz5807dT0SkrGnfvj3Xr19n//79ubbt2rULk8mEn5+f09/X2kXd398/z32++uorhg8fzpIlS3JtS0tL48iRI1SoUIFmzZo5PT4RkbLKrZyFRrUr2X7Pwsxhownx3JNr38SU9Fxld8LhBMsZa41YzZ49m4sXLzJ37tw8x0ZZ1w7x9va+5fGOHj3K1atX8ff3x2zOeWoeHh54enqyd+9eMjMzCxRfYXF3L1i/z4LuJyJS1gwePBjIHrObnv6/B+XmzZuJjo6mR48e1KtXz+nvGxsbC0CbNm3y3Kdnz56UK1eOtWvXcvz4cVv5jRs3mD17Nr/99htDhw61jSUTERHnqFOlYD0DCrpfQTnURdBZa40AbNmyhdWrVzN16tR8F3O0JlhpaWmMHTuWw4cPk56ejq+vL2PHjiUgIMC278mTJwHyHAPm6elJXFwc586dyzUdelEKCAjAw8OD+Ph4u+OwTCYTHh4eOc5VRET+54EHHmD48OGEh4czcOBAAgMDSUhIYMOGDdSuXZuXXnrJtu+ePXuIjo7Gx8fnjmfls3Y/zG9JDQ8PD55//nlmz57NkCFD6Nu3L1WrVmX37t2cOHECPz8/Jk2adEdxiIhIbh0a18S9mhsXktPJ/Qk7ewxWvWrZU7Y7k0MtWM5aa+TSpUvMmDGD+++/nyeffDLffa0J1tKlSwEIDg4mICCAgwcP8vTTT9u6LP7+fatXr55vfJcvX7a7PSMjg9TU1EJfzNFisbBgwQKAXJN4WH+fP3++JrgQEcnHjBkzmDFjBq6urnzyySdER0fTr18/Vq5cmeOLt+joaBYtWsTmzZvv+D2TkpIwm83UqVMn3/1GjRrFRx99RNu2bdm8eTMrV64kKyuLZ599lo8//pgKFSrccSwiIpKTxWxi5oAWQHYy9XvW32cOaOH09bAcasFy1lojs2bN4vLlyyxfvvyWSYOLiwsNGjTg9ddfp0uXLrbyI0eOMHz4cGbPnk1AQACenp62xOh24yvKxRyDg4OJiIhg0qRJOSa88PDwYP78+ZqiXUTkFkwmEyNGjGDEiBH57jdhwgQmTJhwy+PNnTuXuXPn5rvPN998U+D4AgIC1BNBRKSQ9Wnpznsj/Hht3VHOJ/+vC3m94rIOljPWGvnyyy/ZuHEj06ZN47777rvle86bN89uua+vL6NGjeL9999n/fr1/PnPfy5wfJUqVbK7vagXcwwODmbgwIFs27aN8+fP4+7uTkBAgFquRERERERuU5+W7vRsUY/oU0kkpqRTp0p2t0Bnt1xZOZRg3elaIwkJCbz++uv4+fkxatQoB0PNrVWrVgCcPXsWwNZ1Ma8ugNb4KleubHd7cVjM0WKxaCp2EREREREnsphNTp2KPT8OJVh3utbIjh07SE5OZv/+/XlOu+7r6wvAjz/+SEZGBsePHycrK8vuDE03rx3SpEmTHHHcLC4ujooVK9pdh0REREREROROObzQcPv27Tl9+jT79+/Pte7HrdYa8fHxITQ01O62jz/+mJSUFMaNG2ebYj0tLY0hQ4ZQqVIldu/enSuh27t3L/C/lixfX18qVapEdHQ0WVlZOaZqP3fuHHFxcXTq1Eld7kRERERE5K5wOMEaPHgwq1atIiwsjGXLltlaj6xrjQQGBua51oiPj0+eLVdr1qwhJSWF8ePH29bEqlGjBp06dWLHjh0sWrSIKVOm2PbfuXMnERER1KtXjz59+gDZY8T69+/P559/zvLlyxk9ejSQPb28dSzX8OHDHT1lERERERGRAnE4wSrstUZeffVVhg0bxvvvv8++ffto3bo1Z86cYcuWLbi5uREWFmZL8gAmT57M9u3bmTNnDrt376Zp06bs3LmTI0eO0LdvXwIDA28rDhERERERkVtxaB0sq8Jca6RRo0asWbOGxx57jHPnzrF8+XIOHTpE//79WbNmTa7uiDVr1mTlypWEhIQQGxvL8uXLSU9P5/nnn+fNN9/Mtc6UiIiIiIiIs5gMw7C3sHGZlpSURMeOHXOU7dq1i5o1nbvKs4iI5KT7b950bUREioaj91+HuwiWBVlZWbnKLl26VASRiIiULfbutfbuyWWRnk0iIkXD0WeTEiw7kpOTc5X169evCCIREZHk5GRq165d1GEUOT2bRESKj/yeTbc1BktERERERERyU4IlIiIiIiLiJEqwREREREREnESzCNpx48YNzpw5k6OsWrVqmM0Fy0fT0tIICgpi8+bNVKpU6W6EKMWc6oCoDtyerKysXGON7r33XtsC9GXZnT6byiL9P3SMrpdjdL0cU5Kvl6PPJj2x7HBxcaFJkya3/XpXV1cAatSoQeXKlZ0VlpQgqgOiOnD7NKGFfXf6bCqL9P/QMbpejtH1ckxJv16OPJv0tZeIiIiIiIiTKMG6C1xdXQkNDbVl6lL2qA6I6oBI0dP/Q8foejlG18sxZel6aQyWiIiIiIiIk6gFS0RERERExEmUYImIiIiIiDiJEiwREREREREn0TTtTrZ69Wo+/fRTTp8+jZubG507d2bKlCk0aNCgqEOT25CWlsaSJUvYtGkT8fHxlCtXjhYtWjB69GiCgoJy7JuUlMTixYvZsmULv/zyC/Xr12fw4MGMGTPG7joJ+/btY/HixRw9epTr16/TqlUrxo8fT4cOHQrr9OQ27N69m9GjR9O/f3/eeuutHNtUB0QKz508b0+fPk3v3r3z3L5gwQL69OnjzHCLjSlTphATE8P3339f4Nf8+OOPvPPOOxw8eJArV67g5eXFk08+Sa9eve5ipMWDo9errNUtRz4n5aU01i9NcuFEb731Fh9++CFNmzalW7dunD9/no0bN1K1alVWrVpFw4YNizpEcUBqairDhg3jxx9/xNfXl/bt25OSksKmTZtISUnh2WefZezYsQAkJyfz+OOP8/PPP9OrVy88PT3ZsWMHR48epXfv3rzzzjs5jr1lyxZCQ0OpWrUqDz/8MJmZmXz55ZekpqaycOHCAt+UpHClpqbyyCOPEB8fz4ABA3IkWKoDIoXnTp+3GzZsYPLkyQQGBuLj45Nre9++fWnatOndCr/IvP/++4SFhVG3bt0CJwyxsbGMHDkSgAEDBuDm5saGDRtITEzklVde4YknnribIRep27leZaluOfI5KS+ltn4Z4hRHjx41vLy8jMcff9y4du2arTwqKsrw8vIyxo4dW4TRye0ICwszvLy8jFdffdXIysqylV+4cMHo3Lmz4ePjY5w+fdowDMP461//anh5eRnh4eG2/W7cuGGEhoYaXl5extdff20rT09PNzp37mx06NDB+O9//2srP3PmjNGhQwejc+fOxpUrVwrhDMVR06ZNM7y8vAwvLy9j6tSpObapDogUDmc8b//+978bXl5ext69e+9mqMVGenq6MWPGDNv9KyAgoMCvHThwoOHr62scO3bMVvbrr78aQUFBRqtWrYwLFy7cjZCL1J1cr7JUtxz5nJSX0lq/NAbLScLDwwFyze8fFBREhw4d2Lp1KwkJCUUVntyGDRs2YDKZmDp1KiaTyVZet25dHn/8cTIzM/nuu+/IyMhg1apVuLu7M3ToUNt+FouFF198EYCVK1fayr/++msuXrzI0KFDcXd3t5V7enryxBNPcPHiRTZv3lwIZyiO+Pbbb4mMjKRHjx65tqkOiBQeZzxvjx07hslkonnz5nc11uLg22+/pW/fvnz++ed07drVodfGxMRw7Ngx+vTpk+Na1axZk3HjxnHt2jXWrFnj7JCL1J1cLyhbdaugn5PyUprrlxIsJ9m3bx8uLi60a9cu17aOHTtiGAa7d+8ugsjkdo0cOZLJkydTtWrVXNusD/W0tDSOHj3K1atX8ff3x2zO+V/Kw8MDT09P9u7dS2ZmJpBdVyC7XtzswQcfBFBdKWaSkpKYMWMG7dq1s3Vl+D3VAZHC44zn7bFjx/Dw8KBy5cp3K8xiIyIigrS0NGbOnMmSJUscem1MTAxg/15lLStt96o7uV5QtupWQT8n5aU01y9NcuEEmZmZnD59mgYNGthdndrT0xOAn3/+ubBDkzswfPhwu+WGYRAVFQWAt7c3J0+eBMizz7+npydxcXGcO3eOe++911YPrPXi5n1BdaW4mTVrFleuXGHOnDmcP38+13bVAZHC4YznbVJSEomJibRt25a5c+fyzTffcOHCBerXr8+AAQP405/+ZPfYJdWoUaN48803b+sDv/XeZu9eVbduXcqXL1/q7lV3cr3KWt0q6OekvJTm+qUWLCdITU3FMAyqVatmd3uVKlUASElJKcyw5C757LPPOHToEA0bNiQgIMD2d61evbrd/a1//8uXL+f41159sX4LpLpSfHzxxRd8/fXXPPfcc3YfAoDqgEghccbz9ujRo0D2t+dbt26lR48eDBo0iIyMDBYuXMiYMWPIyMhwfvBFxN/f/7ZbU/K7V5lMJipXrlzq7lV3cr3KWt3Ky82fk/JSmuuXWrCc4MqVKwB5fithLb927VqhxSR3x/r163njjTdwcXFh7ty5lCtXztb8XdC/f371RXWleElISOCvf/0r/v7+DBs2LM/9VAdECocznrepqak0atSIBx98kBkzZtiWULhy5Qrjx49n586dfPDBB4SGhjo5+pKnINf7t99+K8SIijfVLfufk/JSmuuXWrCcoHz58gBcv37d7nbrtxUVK1YstJjE+T777DOmTp0KwLx582z9/wv6969UqdIt91ddKV5efvllbty4wezZs3MM4L2Z6oBI4XDG87ZPnz58/fXXvPbaaznWp6tYsSIzZ84EYN26dc4KuUQryPXWvep/ynrdyutzUl5Kc/1SC5YTVK5cGbPZnGczprXc2nVBSpasrCzefPNNli5dSvny5Xn77bfp2bOnbbu1adva1H0z69/f2uXAun9KSkquG4f1GKorRW/FihVs376d119/HQ8Pj3z3VR0QKRx3+3nbqFEjqlatytmzZ287xtIkv3ubYRikpqZSq1atwg6rRCrNdetWn5PyUprrl1qwnMDV1RVPT0/++9//2s3C4+LiAErNwnJlSUZGBpMmTWLp0qVUr16df/7zn7luGk2aNAH+93e+WVxcHBUrVqR+/fq33N9aZt1His769esBePXVV/H29rb9WGcRXLduHd7e3kybNk11QKSQOON5e+rUKXbt2mV3drOsrCyuXbtm+2a9rLPeh+wlBQkJCVy7dk33qt8pi3WrIJ+T8lKa65cSLCdp3749169fZ//+/bm27dq1C5PJhJ+fXxFEJrcrKyuLSZMmsWnTJjw8PFixYoXd5m5fX18qVapEdHQ0WVlZObadO3eOuLg42rRpg8ViAbLrCtifenTXrl0AtG3b1tmnIw4aNGgQoaGhuX4GDRoEgJeXF6GhoQQFBakOiBSiO33ezps3j9GjR9tdn+fw4cNcu3aN1q1bOzXmkiq/e9XOnTsB3at+r6zVrYJ+TspLqa5fRbfGcemyf/9+w8vLy3jssceMq1ev2sqtK8s/88wzRRid3I53333X8PLyMrp163bLlcStK74vXbrUVnbjxg0jNDTU8PLyMqKiomzlqamphr+/v9GhQwcjLi7OVn7mzBmjQ4cORqdOnYz09HSnn484x+7duw0vLy9j6tSpOcpVB0QKx50+b7/44gvDy8vL6Nu3r5GSkmIrT0pKMgYNGmR4eXkZ33zzzV2Lv6h5eXkZAQEBBdo3KyvL6NOnj+Hr62scOnTIVv7rr78aQUFBRqtWrYzExMS7FWqx4Mj1Kmt1y5HPSfaU5vplMgzDKOokr7R4/fXXCQ8Pp1GjRgQGBpKQkMCGDRuoUaMGK1euzHONHCl+kpOT6datG1euXCEwMBAfHx+7+7Vr146OHTuSlJRESEgI8fHxdO/enaZNm7Jz506OHDlC3759CQsLyzFJwvr165k6dSpVqlShf//+GIbBV199RWpqKgsXLiQwMLCwTlUctGfPHkaOHMmAAQN46623bOWqAyKFp6DP2z179hAdHY2Pjw9BQUFA9tiOiRMnsmnTJurUqUPPnj3JyMhg69atXLx4kdGjR/PSSy8V5endVd7e3tStW5fvv/8+R7m9awXZCzv/8Y9/xGQy0b9/fypXrsz69etJTEzk1VdfzXMtpNLCketVluqWo5+Tylr9UoLlRIZhEB4ezueff87p06epXr06/v7+TJo0SclVCbN9+3aefPLJW+735z//mSlTpgCQmJjIggUL2Lp1KykpKXh4eBAcHMzIkSPtTkG6Y8cO3nvvPY4cOUK5cuXw8fFh/PjxdOjQwennI86TV4IFqgMihaWgz9uFCxeyaNEiBg0axNy5c23lWVlZrFixgoiICE6ePInFYqF58+aMGDGChx9+uChOqdDklTDkda0AYmNjeeedd2zdMps1a8aTTz5Z4LE2JZmj16us1C1HPyeVtfqlBEtERERERMRJNMmFiIiIiIiIkyjBEhERERERcRIlWCIiIiIiIk6iBEtERERERMRJlGCJiIiIiIg4iRIsERERERERJ1GCJSIiIiIi4iRKsERERERERJxECZaIiIiIiIiTKMESERERKSXOnj3LmjVrcpT16NEDb29vbty4UURRFcz7779P7969ycjIKJL3f+KJJ3jppZeK5L2ldFGCJSIiIlIKHD9+nH79+rFjx44c5SNHjiQ0NBSzufh+7Dtx4gSLFi3ixRdfxNXVtUhimD59OmvXriUqKqpI3l9KD5eiDkBERERE7lxycrLd1p/Ro0cXfjAOmj59Oq1ataJHjx5FFkPz5s155JFH+Mtf/kJAQABubm5FFouUbMX3qwwRERERKfW+//57Dh8+zJgxY4o6FEaNGkVCQgLh4eFFHYqUYEqwREREREq4adOmMXLkSADWrVuHt7c3kZGRQO4xWHv27MHb25tly5axYcMGgoODad26NV26dGHevHlkZGRw/vx5pkyZQvv27fH392fs2LGcOXMm1/teuHCBV199la5du9KyZUseeughZsyYQUJCQoFj//DDD6levXqu1qsnnniCdu3akZSUxPTp0+nYsSNt2rRh6NCh7N+/H4BVq1bx8MMP07p1a3r37s3HH3+MYRg5jrN3716eeuopunTpQqtWrQgMDOS1114jMTExVywtWrTA29ubTz75hMzMzAKfg8jvqYugiIiISAkXFBQEwJo1a/Dy8qJXr174+Pjk+5p///vf/PTTT/Tu3Zv27duzceNG/vnPf5KUlMTOnTupV68eISEhHDlyhK1btxIXF8e6detwccn++PjTTz8xcuRILl26RLdu3WjSpAlxcXFERETw7bff8umnn9K4ceN8Y7hw4QLR0dH069fPdtzfu3HjBsOGDcNkMvHoo48SFxfH5s2befLJJxk0aBBr1qyhb9++dOzYkX//+9/Mnj2b6tWrM3DgQABiYmL44x//SNWqVenZsyeVK1fmyJEjfPbZZ2zfvp1169bl6grYtWtXPvjgAw4cOEC7du0K/DcQsVKCJSIiIlLCBQUFUaVKFdasWYO3tzcTJky45WuOHj3Ke++9Z2s5GjJkCP369WPt2rUMGDCAv/3tb5hMJgzDYPjw4cTExBAbG8sDDzwAwAsvvMBvv/3GBx98wEMPPWQ77nfffcef/vQnXnrpJVauXJlvDDt37gSgVatWdrdfvXqV6tWrs3z5ctvkF1OmTGH9+vX861//IjIyEi8vLyC7pW7MmDF88cUXtgTr448/JiMjgxUrVuDp6Wk77vTp04mIiGDz5s30798/x3u2bt3aFpsSLLkd6iIoIiIiUgY1adIkR7e8Jk2aUL16dQCeeuopTCYTACaTyZZUxcfHA3D48GGOHj1Kr169ciRXkN0C1LlzZw4cOMDJkyfzjeGHH34AoFmzZnnuM3LkyBwzC7Zt2xaAbt262ZIrAD8/PwDOnTtnK7N2F9y3b1+OY7744ots27aNhx9+ONf7WY8ZGxubb+wieVELloiIiEgZ1KhRo1xllSpV4rfffsvR2gPYutFZZym0Jh+//vorCxcuzHWcK1euAHDkyBGaNGmSZwy//PILADVr1sxzn5u7GVasWBGAhg0b2o3x+vXrtrKhQ4eyefNmXnrpJRYtWkSXLl3o1KkTnTt3pk6dOnbfzxrLr7/+mmdMIvlRgiUiIiJSBlkTFXtutRbV5cuXgewJJPbu3ZvnfsnJyQU6Tn5ToucVZ0HWy+rcuTPh4eEsXbqU7du38/nnn/P5559Trlw5HnnkEV555ZVcx69QoQIAv/322y2PL2KPEiwRERERcUilSpUAeO6553j66adv+zjWxColJcUpcdnj5+eHn58fGRkZHD58mO3bt7N27VpWr16N2Wzmr3/9a479C5L0ieRHCZaIiIhIKWAdM1UYWrRoAWSPxbInPDycS5cu8eijj+Lh4ZHncdzd3QG4dOmS02PMysrio48+Ii0tjSlTpuDq6kq7du1o164dQ4YMoXv37nZb36yx1K9f3+kxSdmgSS5ERERESgHrNOfW9a7uJj8/P+677z6ioqKIiorKsS0mJoY5c+awbNkyatSoke9xrInajz/+6PQYzWYz3377LUuWLMk1ycXZs2cB7CZ/x48fzxGbiKPUgiUiIiJSClhbg77//nvmzZtHYGDgXZtm3Gw287e//Y0xY8YQGhpKly5d8Pb25vz580RFRWEYBnPmzLF1JcxLp06dMJlMuRIgZ3nuuecYPXo0o0ePpmfPnnh4eHDhwgU2bdqEm5sbkyZNyvUaayxdunS5KzFJ6acWLBEREZFSwN3dnalTp+Lm5sann35qW2PqbmnZsiWRkZH84Q9/4D//+Q/Lly8nJiaGbt26sWLFCnr27HnLYzRo0ID27dsTExNDWlqa02Ns164dn332Gd26dePgwYMsXbqUnTt3EhgYSEREhG3NKyvDMNi+fTseHh60b9/e6fFI2WAyrAsEiIiIiIgUMuvCxH/5y18YMmRIkcayc+dOxowZw2uvvcbQoUOLNBYpudSCJSIiIiJFpmvXrrRp04aVK1cWdSisWLGC+vXrExwcXNShSAmmBEtEREREitSMGTM4ceIEGzduLLIYDh8+TFRUFK+88kqB1tgSyYu6CIqIiIhIkVu8eDFr1qxh/fr1RZLgDBs2jMaNG/PGG28U+ntL6aIES0RERERExEnURVBERERERMRJlGCJiIiIiIg4iRIsERERERERJ1GCJSIiIiIi4iRKsERERERERJxECZaIiIiIiIiTKMESERERERFxEiVYIiIiIiIiTvJ/DZ314h4BVlAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "timestamp_list = [\n",
    "    '20231005094133',\n",
    "]\n",
    "\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)\n",
    "\n",
    "\n",
    "Key_field = list(data_list[0][0].keys())[0]\n",
    "click_array=data_list[0][0][Key_field]['click_array']\n",
    "time_axis=data_list[0][0][Key_field]['time_axis']\n",
    "ramsey_detuning=data_list[0][0][Key_field]['ramsey_detuning']\n",
    "times_ramsey=data_list[0][0][Key_field]['Ramsey_time']\n",
    "\n",
    "\n",
    "N = 10\n",
    "fig,ax=plt.subplots(2,2, figsize=(10,10))\n",
    "\n",
    "cycle_time=(time_axis[1:]-time_axis[:-1]).mean()*1e-6\n",
    "time_hist=time_axis.reshape(N, int(time_axis.shape[0]/N)).mean(-1)*1e-6\n",
    "time_step = time_hist[1] - time_hist[0]\n",
    "\n",
    "ax[1,1].plot(time_hist,click_array.mean(2).mean(1).mean(0),'-o')\n",
    "ax[1,1].set_title('average number %s \\n cycle time %.1f us'%(average_number, cycle_time*1e3))\n",
    "ax[1,1].set_xlabel('time (ms)')\n",
    "ax[1,1].set_ylabel('count rate (/ms)')\n",
    "\n",
    "guess=[10,0.07,0.11]\n",
    "try:\n",
    "    popt, pcov = curve_fit(exp_decay, time_hist[1:], click_array.mean(2).mean(1).mean(0)[1:],guess)\n",
    "    label=\"$T_1$ = %.2f ms\"%(popt[0])\n",
    "    ax[1,1].plot(time_hist,exp_decay(time_hist,*popt),label=label)\n",
    "    ax[1,1].legend()\n",
    "\n",
    "except:\n",
    "    print('fit failed')\n",
    "\n",
    "\n",
    "skip_points=0\n",
    "integration_index=10\n",
    "excess=(click_array.mean(0)[:,:,skip_points:integration_index].sum(-1))*time_step\n",
    "\n",
    "def Complex_osc_decay(t,T,f,alpha,beta,phi,a):\n",
    "    return alpha/2*np.exp(-(t/T)**2-1j*(2*np.pi*f*t+2*np.pi*phi))+beta+1j*beta+(a+1j*a)*t\n",
    "\n",
    "def loss(arg):\n",
    "    data=np.array(excess[:,0])+1j*np.array(excess[:,1])\n",
    "    return np.sum(np.abs(data[:]-Complex_osc_decay(times_ramsey[:]*1e-3,*arg)))\n",
    "\n",
    "def exp_decay(t,T,alpha,beta):\n",
    "    return alpha*np.exp(-t/T)+beta\n",
    "\n",
    "guess=[240, ramsey_detuning*1e3 , np.max(excess[:])-np.min(excess[:]), excess[:].mean(),0,0]\n",
    "result = minimize(loss,guess)\n",
    "linear_background = result.x[5] * times_ramsey*1e-3 + result.x[3]\n",
    "times_ramsey_fit=np.linspace(times_ramsey[0],times_ramsey[-1],201)\n",
    "linear_background_fit = result.x[5] * times_ramsey_fit*1e-3 + result.x[3]\n",
    "\n",
    "label=\"T_R= %.1f us \\n avg %d \\n f= %.3f MHz, df= %.3f MHz\"%(result.x[0], average_number, result.x[1], -(result.x[1]-ramsey_detuning*1e3))###minus sign on detuning is on purpose\n",
    "\n",
    "compensation = 12.5 * (result.x[1]*1e3 - ramsey_detuning*1e6) / 144e3\n",
    "print('Change the magnetic field by %.4f mT'%(compensation))\n",
    "\n",
    "ax[0,0].plot(times_ramsey*1e-3,excess[:,0],'-o',color='red')\n",
    "ax[0,0].plot(times_ramsey*1e-3,linear_background,color='red')\n",
    "ax[0,0].set_title(label)\n",
    "\n",
    "ax[1,0].plot(times_ramsey*1e-3,excess[:,1],'-o',color='k')\n",
    "ax[1,0].plot(times_ramsey*1e-3,linear_background,color='k')\n",
    "\n",
    "ax[0,1].plot(times_ramsey*1e-3,excess[:,0]-linear_background,'-o',color='red')\n",
    "ax[0,1].plot(times_ramsey_fit*1e-3,np.real(Complex_osc_decay(times_ramsey_fit*1e-3,*result.x))-linear_background_fit,color='red',label='XX')\n",
    "ax[0,1].plot(times_ramsey*1e-3,excess[:,1]-linear_background,'-o',color='black')\n",
    "ax[0,1].plot(times_ramsey_fit*1e-3,np.imag(Complex_osc_decay(times_ramsey_fit*1e-3,*result.x))-linear_background_fit,color='black',label='XY')\n",
    "ax[0,1].set_xlabel('Echo time (us)')\n",
    "ax[0,1].legend()\n",
    "\n",
    "plot_guess=False\n",
    "if plot_guess:\n",
    "    ax[0,0].plot(times_ramsey_fit*1e-3,np.real(Complex_osc_decay(times_ramsey_fit*1e-3,*guess)),label=label)\n",
    "    ax[1,0].plot(times_ramsey_fit*1e-3,np.imag(Complex_osc_decay(times_ramsey_fit*1e-3,*guess)),label=label)\n",
    "\n",
    "\n",
    "def osc_decay(t,T,f,alpha,beta,phi,a):\n",
    "    return alpha/2*np.exp(-(t/T))*np.cos(2*np.pi*f*t+2*np.pi*phi)+beta+a*t\n",
    "\n",
    "\n",
    "x_ramsey = times_ramsey*1e-3\n",
    "y_ramsey = excess[:,1]\n",
    "fit_ramsey, pcov = curve_fit(osc_decay, x_ramsey, y_ramsey, p0=guess)\n",
    "\n",
    "print(np.sqrt(np.diag(pcov)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1327,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.01672"
      ]
     },
     "execution_count": 1327,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cycle_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1328,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 8.41927306e+01,  1.01697797e-02,  2.78938258e-01,  5.59452399e-01,\n",
       "        2.19299686e-01, -3.49635869e-05])"
      ]
     },
     "execution_count": 1328,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def osc_decay(t,T,f,alpha,beta,phi,a):\n",
    "    return alpha/2*np.exp(-(t/T))*np.cos(2*np.pi*f*t+2*np.pi*phi)+beta+a*t\n",
    "\n",
    "popt, pcov = curve_fit(osc_decay, x_ramsey, y_ramsey, p0=guess)\n",
    "plt.plot(x_ramsey, y_ramsey)\n",
    "plt.plot(x_ramsey, osc_decay(x_ramsey, *popt))\n",
    "popt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1329,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/supmat/electron/20231003100520_Spin_detection_electron_echo_amp0.100.hdf5\n",
      "Change the magnetic field by -0.0000 mT\n",
      "[0.08757909 0.00748448 0.02468425 0.00365605 0.00706083 0.00148177]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "timestamp_list = [\n",
    "    '_Spin_detection_electron_echo_amp0.100.hdf5',\n",
    "]\n",
    "\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)\n",
    "\n",
    "\n",
    "ey_field = list(data_list[0][0].keys())[0]\n",
    "click_array=data_list[0][0][Key_field]['click_array']\n",
    "time_axis=data_list[0][0][Key_field]['time_axis']\n",
    "ramsey_detuning=data_list[0][0][Key_field]['ramsey_detuning']\n",
    "times_ramsey=data_list[0][0][Key_field]['Ramsey_time']\n",
    "\n",
    "\n",
    "N = 10\n",
    "fig,ax=plt.subplots(2,2, figsize=(10,10))\n",
    "\n",
    "cycle_time=(time_axis[1:]-time_axis[:-1]).mean()*1e-6\n",
    "time_hist=time_axis.reshape(N, int(time_axis.shape[0]/N)).mean(-1)*1e-6\n",
    "time_step = time_hist[1] - time_hist[0]\n",
    "\n",
    "ax[1,1].plot(time_hist,click_array.mean(2).mean(1).mean(0),'-o')\n",
    "ax[1,1].set_title('average number %s \\n cycle time %.1f us'%(average_number, cycle_time*1e3))\n",
    "ax[1,1].set_xlabel('time (ms)')\n",
    "ax[1,1].set_ylabel('count rate (/ms)')\n",
    "\n",
    "guess=[10,0.07,0.11]\n",
    "try:\n",
    "    popt, pcov = curve_fit(exp_decay, time_hist[1:], click_array.mean(2).mean(1).mean(0)[1:],guess)\n",
    "    label=\"$T_1$ = %.2f ms\"%(popt[0])\n",
    "    ax[1,1].plot(time_hist,exp_decay(time_hist,*popt),label=label)\n",
    "    ax[1,1].legend()\n",
    "\n",
    "except:\n",
    "    print('fit failed')\n",
    "\n",
    "\n",
    "skip_points=0\n",
    "integration_index=10\n",
    "excess=(click_array.mean(0)[:,:,skip_points:integration_index].sum(-1))*time_step\n",
    "\n",
    "def Complex_osc_decay(t,T,f,alpha,beta,phi,a):\n",
    "    return alpha/2*np.exp(-(t/T)**2-1j*(2*np.pi*f*t+2*np.pi*phi))+beta+1j*beta+(a+1j*a)*t\n",
    "\n",
    "def loss(arg):\n",
    "    data=np.array(excess[:,0])+1j*np.array(excess[:,1])\n",
    "    return np.sum(np.abs(data[:]-Complex_osc_decay(times_ramsey[:]*1e-3,*arg)))\n",
    "\n",
    "def exp_decay(t,T,alpha,beta):\n",
    "    return alpha*np.exp(-t/T)+beta\n",
    "\n",
    "guess=[1900, ramsey_detuning*1e3 , np.max(excess[:])-np.min(excess[:]), excess[:].mean(),0,0]\n",
    "result = minimize(loss,guess)\n",
    "linear_background = result.x[5] * times_ramsey*1e-3 + result.x[3]\n",
    "times_ramsey_fit=np.linspace(times_ramsey[0],times_ramsey[-1],201)\n",
    "linear_background_fit = result.x[5] * times_ramsey_fit*1e-3 + result.x[3]\n",
    "\n",
    "label=\"T_R= %.1f us \\n avg %d \\n f= %.3f MHz, df= %.3f MHz\"%(result.x[0], average_number, result.x[1], -(result.x[1]-ramsey_detuning*1e3))###minus sign on detuning is on purpose\n",
    "\n",
    "compensation = 12.5 * (result.x[1]*1e3 - ramsey_detuning*1e6) / 144e3\n",
    "print('Change the magnetic field by %.4f mT'%(compensation))\n",
    "\n",
    "ax[0,0].plot(times_ramsey*1e-3,excess[:,0],'-o',color='red')\n",
    "ax[0,0].plot(times_ramsey*1e-3,linear_background,color='red')\n",
    "ax[0,0].set_title(label)\n",
    "\n",
    "ax[1,0].plot(times_ramsey*1e-3,excess[:,1],'-o',color='k')\n",
    "ax[1,0].plot(times_ramsey*1e-3,linear_background,color='k')\n",
    "\n",
    "ax[0,1].plot(times_ramsey*1e-3,excess[:,0]-linear_background,'-o',color='red')\n",
    "ax[0,1].plot(times_ramsey_fit*1e-3,np.real(Complex_osc_decay(times_ramsey_fit*1e-3,*result.x))-linear_background_fit,color='red',label='XX')\n",
    "ax[0,1].plot(times_ramsey*1e-3,excess[:,1]-linear_background,'-o',color='black')\n",
    "ax[0,1].plot(times_ramsey_fit*1e-3,np.imag(Complex_osc_decay(times_ramsey_fit*1e-3,*result.x))-linear_background_fit,color='black',label='XY')\n",
    "ax[0,1].set_xlabel('Echo time (us)')\n",
    "ax[0,1].legend()\n",
    "\n",
    "plot_guess=False\n",
    "if plot_guess:\n",
    "    ax[0,0].plot(times_ramsey_fit*1e-3,np.real(Complex_osc_decay(times_ramsey_fit*1e-3,*guess)),label=label)\n",
    "    ax[1,0].plot(times_ramsey_fit*1e-3,np.imag(Complex_osc_decay(times_ramsey_fit*1e-3,*guess)),label=label)\n",
    "\n",
    "\n",
    "guess=[2, ramsey_detuning*1e3 , np.max(excess[:])-np.min(excess[:]), excess[:].mean(),0,0]\n",
    "def osc_decay(t,T,f,alpha,beta,phi,a):\n",
    "    return alpha/2*np.exp(-(t/T))*np.cos(2*np.pi*f*t+2*np.pi*phi)+beta+a*t\n",
    "\n",
    "x_echo = times_ramsey*1e-6\n",
    "y_echo = excess[:,1]\n",
    "fit_echo, pcov = curve_fit(osc_decay, x_echo, y_echo, p0=guess)\n",
    "\n",
    "print(np.sqrt(np.diag(pcov)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1330,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.017490823529411764"
      ]
     },
     "execution_count": 1330,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cycle_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1335,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x1500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(4, 1, tight_layout=True, figsize=(9,15))\n",
    "((ax_spec, ax_fluo, ax_ramsey, ax_echo)) = axs   \n",
    "fs = 27\n",
    "for ax in axs.flatten(): ax.set_ylabel(r\"$\\langle C \\rangle$\", fontsize=30)\n",
    "\n",
    "plt.sca(ax_spec)\n",
    "plt.plot(x_spec, y_spec, 'k', lw=2)\n",
    "plt.xticks([-3, 0, 3], fontsize=fs)\n",
    "plt.yticks([0.2, 0.3, 0.4], fontsize=fs)\n",
    "plt.xlabel(r'$B_y$ (mT)', fontsize=fs)\n",
    "plt.tick_params(length=7, width=3,pad=10,top=False,right=False)\n",
    "\n",
    "plt.sca(ax_fluo)\n",
    "plt.plot(x_fluo, fn.exp_decay(x_fluo, *fit_fluo), lw=3)\n",
    "plt.plot(x_fluo, y_fluo, 'ko')\n",
    "plt.text(4.5, 0.28, r'$T_1$ = %.2f ms'%fit_fluo[0], fontsize=fs)\n",
    "plt.xticks([0, 4, 8], fontsize=fs)\n",
    "plt.yticks([0, 0.2, 0.4], fontsize=fs)\n",
    "plt.xlabel('t (ms)', fontsize=fs)\n",
    "plt.ylabel(r\"$\\langle \\dot{C} \\rangle$ (ms$^{-1}$)\", fontsize=fs)\n",
    "plt.tick_params(length=7, width=3, pad=10,top=False,right=False)\n",
    "\n",
    "plt.sca(ax_ramsey)\n",
    "mask = np.arange(len(x_ramsey)) % 3 == 0\n",
    "plt.plot(x_ramsey, osc_decay(x_ramsey, *fit_ramsey), lw=3)\n",
    "plt.plot(x_ramsey[mask], y_ramsey[mask], 'ko')\n",
    "plt.text(290, 0.58, r'$T_2^*$ = %.0f $\\mu$s'%fit_ramsey[0], fontsize=fs)\n",
    "plt.xticks([0, 250, 500], fontsize=fs)\n",
    "plt.yticks([0.5, 0.6], fontsize=fs)\n",
    "plt.xlabel(r'$\\tau$ ($\\mu$s)', fontsize=fs)\n",
    "plt.tick_params(length=7, width=3,pad=10,top=False,right=False)\n",
    "\n",
    "plt.sca(ax_echo)\n",
    "x_echo_fit = np.linspace(x_echo[0], x_echo[-1], 1000)\n",
    "plt.plot(x_echo_fit, osc_decay(x_echo_fit, *fit_echo), lw=3)\n",
    "plt.plot(x_echo, y_echo, 'ko')\n",
    "plt.text(2.41, 0.97, r'$T_2$ = %.2f ms'%(fit_echo[0]), fontsize=fs)\n",
    "plt.xticks([0, 2, 4], fontsize=fs)\n",
    "plt.yticks([0.8, 0.9, 1.0], fontsize=fs)\n",
    "plt.xlabel(r'$2\\tau$ (ms)', fontsize=fs)\n",
    "plt.tick_params(length=7, width=3,pad=10,top=False,right=False)\n",
    "\n",
    "plt.savefig(f'{FIGURE_PATH}electron_base.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.39926184288096145, 0.12331581254613068)"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fit_fluo[0]*fit_fluo[1], fit_fluo[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1336,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, tight_layout=True, figsize=(9,5))\n",
    "dc_rate = fit_fluo[-1]\n",
    "\n",
    "plt.hlines(dc_rate, x_fluo[0], x_fluo[-1], lw=5, color='k', ls='--')\n",
    "plt.plot(x_fluo, fn.exp_decay(x_fluo, *fit_fluo), lw=3, color='k')\n",
    "plt.plot(x_fluo, y_fluo, 'o', color='indianred', ms=10)\n",
    "#plt.fill_between(x_fluo, x_fluo*0 + dc_rate, color='k', alpha=0.4)\n",
    "plt.fill_between(x_fluo, fn.exp_decay(x_fluo, *fit_fluo),  x_fluo*0 + dc_rate, color='red', alpha=0.4)\n",
    "plt.xticks([0, 4, 8], fontsize=fs)\n",
    "plt.yticks([0, 0.2, 0.4], fontsize=fs)\n",
    "plt.xlabel('t (ms)', fontsize=fs)\n",
    "plt.ylabel(r\"$\\langle \\dot{C} \\rangle$ (ms$^{-1}$)\", fontsize=fs)\n",
    "plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "plt.savefig(\"../figures/supmat/efficiency.pdf\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tracking simulation\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "FIGURE_PATH = \"../figures/supmat/\"\n",
    "\n",
    "bloch_vec = lambda f, t: np.array([\n",
    "    np.sin(2*np.pi*f*t), np.cos(2*np.pi*f*t), 0\n",
    "])\n",
    "\n",
    "rot = np.array([\n",
    "    [ np.cos(np.pi/2), 0, np.sin(np.pi/2)],\n",
    "    [               0, 1,               0],\n",
    "    [-np.sin(np.pi/2), 0, np.cos(np.pi/2)]\n",
    "])\n",
    "\n",
    "times = np.linspace(0, 0.1, 1001) # ms\n",
    "f1, f2 = 0.1, -4                      # kHz\n",
    "\n",
    "fig, (ax1) = plt.subplots(1, 1, sharey=True, figsize=(5,5))\n",
    "\n",
    "z1_p = [(rot @ bloch_vec(f1, t))[-1] for t in times]\n",
    "z1_n = [(rot @ bloch_vec(f1, -t))[-1] for t in times]\n",
    "plt.plot(times*1e3, z1_p, lw=3)\n",
    "plt.plot(times*1e3, z1_n, lw=3)\n",
    "\n",
    "plt.xticks([0, 20, 50, 100], fontsize=35)\n",
    "plt.yticks([0.5, 0, -0.5], fontsize=35)\n",
    "\n",
    "plt.xlabel(r'time ($\\mu$s)', fontsize=35)\n",
    "plt.ylabel(r'$\\langle S_z \\rangle $', fontsize=35)\n",
    "\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "\n",
    "\n",
    "z2_p = [(rot @ bloch_vec(f2, t))[-1]*0.5 for t in times]\n",
    "z2_n = [(rot @ bloch_vec(f2, -t))[-1]*0.5 for t in times]\n",
    "plt.plot(times*1e3, z2_p, '--', lw=3, color='tab:blue')\n",
    "plt.plot(times*1e3, z2_n, '--', lw=3, color='tab:orange')\n",
    "\n",
    "plt.xticks([0, 20, 50, 100], fontsize=35)\n",
    "#plt.yticks([0.5, 0, -0.5], fontsize=35)\n",
    "\n",
    "plt.xlabel(r'$\\tau$ ($\\mu$s)', fontsize=35)\n",
    "#plt.ylabel(r'$\\langle S_z \\rangle $', fontsize=35)\n",
    "\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "\n",
    "\n",
    "\n",
    "plt.savefig(f'{FIGURE_PATH}tracking.pdf', bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 3.33799332e+01 -3.82344807e-12  1.19366207e+01]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/cc/gch5f6gx5716gr3vpg1glxkm0000gn/T/ipykernel_950/3234395931.py:27: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  popt, pcov = curve_fit(gaussian, fx, fy, guess)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def gauss(amplitude, mu, sigma, length):\n",
    "    t = np.linspace(-length / 2, length / 2, length)\n",
    "    gauss_wave = amplitude * np.exp(-((t - mu) ** 2) / (2 * sigma ** 2))\n",
    "    return [float(x) for x in gauss_wave]\n",
    "\n",
    "\n",
    "length = 80  # ns\n",
    "\n",
    "y = gauss(1, 0, length/6, length*10)\n",
    "x = np.linspace(0, length*10, len(y)) # us\n",
    "\n",
    "fx = np.fft.fftshift(np.fft.fftfreq(len(x), x[1] - x[0]))*1e3\n",
    "fy = abs(np.fft.fftshift(np.fft.fft(y)))\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(x, y)\n",
    "plt.xlabel('time (us)')\n",
    "plt.ylabel('amplitude')\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(fx, abs(fy))\n",
    "plt.xlim(-100, 100)\n",
    "plt.xlabel('freq (MHz)')\n",
    "plt.ylabel('amplitude')\n",
    "\n",
    "guess = (max(fy), fx[np.argmax(fy)], 10)\n",
    "popt, pcov = curve_fit(gaussian, fx, fy, guess)\n",
    "print(popt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5.983922943686702 2.9919056488919566\n"
     ]
    }
   ],
   "source": [
    "def fractional_pulse(f):\n",
    "    return gaussian(f, *popt) / popt[0]\n",
    "\n",
    "range1 = np.arange(-50, 50, 5)\n",
    "range2 = np.arange(-50, 50, 10)\n",
    "\n",
    "pulses1 = fractional_pulse(range1).sum()\n",
    "pulses2 = fractional_pulse(range2).sum()\n",
    "print(pulses1, pulses2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'pulses1' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[153], line 7\u001b[0m\n\u001b[1;32m      1\u001b[0m flip1 \u001b[38;5;241m=\u001b[39m [[\u001b[38;5;241m168\u001b[39m,  \u001b[38;5;241m98\u001b[39m],\n\u001b[1;32m      2\u001b[0m         [\u001b[38;5;241m110\u001b[39m, \u001b[38;5;241m222\u001b[39m]]\n\u001b[1;32m      4\u001b[0m flip2 \u001b[38;5;241m=\u001b[39m [[\u001b[38;5;241m463\u001b[39m, \u001b[38;5;241m130\u001b[39m],\n\u001b[1;32m      5\u001b[0m         [\u001b[38;5;241m131\u001b[39m, \u001b[38;5;241m561\u001b[39m]]\n\u001b[0;32m----> 7\u001b[0m eta1 \u001b[38;5;241m=\u001b[39m (flip1[\u001b[38;5;241m0\u001b[39m][\u001b[38;5;241m1\u001b[39m] \u001b[38;5;241m+\u001b[39m flip1[\u001b[38;5;241m1\u001b[39m][\u001b[38;5;241m0\u001b[39m]) \u001b[38;5;241m/\u001b[39m np\u001b[38;5;241m.\u001b[39msum(flip1) \u001b[38;5;241m/\u001b[39m (\u001b[38;5;241m200\u001b[39m \u001b[38;5;241m*\u001b[39m \u001b[43mpulses1\u001b[49m)\n\u001b[1;32m      8\u001b[0m eta2 \u001b[38;5;241m=\u001b[39m (flip2[\u001b[38;5;241m0\u001b[39m][\u001b[38;5;241m1\u001b[39m] \u001b[38;5;241m+\u001b[39m flip2[\u001b[38;5;241m1\u001b[39m][\u001b[38;5;241m0\u001b[39m]) \u001b[38;5;241m/\u001b[39m np\u001b[38;5;241m.\u001b[39msum(flip2) \u001b[38;5;241m/\u001b[39m (\u001b[38;5;241m200\u001b[39m \u001b[38;5;241m*\u001b[39m pulses2)\n\u001b[1;32m     10\u001b[0m \u001b[38;5;28mprint\u001b[39m(eta1, eta2)\n",
      "\u001b[0;31mNameError\u001b[0m: name 'pulses1' is not defined"
     ]
    }
   ],
   "source": [
    "flip1 = [[168,  98],\n",
    "        [110, 222]]\n",
    "\n",
    "flip2 = [[463, 130],\n",
    "        [131, 561]]\n",
    "\n",
    "eta1 = (flip1[0][1] + flip1[1][0]) / np.sum(flip1) / (200 * pulses1)\n",
    "eta2 = (flip2[0][1] + flip2[1][0]) / np.sum(flip2) / (200 * pulses2)\n",
    "\n",
    "print(eta1, eta2)\n",
    "\n",
    "kappa = 643\n",
    "omega_I = 789\n",
    "resonator_filter = 1 / (1 + (2*omega_I/kappa)**2)\n",
    "\n",
    "b1= 2*omega_I * np.sqrt(eta1 / resonator_filter)\n",
    "b2= 2*omega_I * np.sqrt(eta2 / resonator_filter)\n",
    "\n",
    "print(b1, b2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tracking simple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, y = np.loadtxt('/Users/jaime/Documents/Quantronics/papers/quantum_jumps/data/supmat/track_centre.csv').T\n",
    "x = -x\n",
    "guess = [x[np.argmax(y)], (x[-1]-x[0])/10, max(y), 0]\n",
    "A = 29.3\n",
    "est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "\n",
    "fig, axs = plt.subplots(1, 1, tight_layout=True, figsize=(12,5))\n",
    "\n",
    "plt.plot(fine, finey, 'indianred', lw=5)\n",
    "plt.plot(x, y, 'ok', ms=10)\n",
    "plt.vlines([est[0]], 0.06, 0.15, ls='--', color='k', lw=3)\n",
    "plt.vlines([est[0]+A/2], 0.06, 0.12, ls='--', color='k', lw=3)\n",
    "plt.xticks(np.arange(-90, 1, 20), fontsize=35)\n",
    "plt.ylim(0.06, 0.16)\n",
    "plt.yticks(np.arange(0.06, 0.17, 0.03), fontsize=35)\n",
    "plt.xlabel(r'$\\delta$ (kHz)', fontsize=35)\n",
    "plt.ylabel(r'$\\langle C \\rangle$', fontsize=35)\n",
    "plt.tick_params(length=10, width=3,pad=10,top=False,right=False)\n",
    "plt.savefig(\"../figures/supmat/track/simple.pdf\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Edith 2 angles"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Angle 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1260,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/Figure1/20240128233831_Spectroscopy_frequency_sweep_fixed_field_amp0.0022.hdf5\n"
     ]
    }
   ],
   "source": [
    "LOCAL_PATH = \"../data/Figure1/\"\n",
    "FIGURE_PATH = \"../figures/Figure1/\"\n",
    "\n",
    "timestamp_list = [\n",
    "    '20240128233831',\n",
    "]\n",
    "\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)\n",
    "            \n",
    "Key_field = list(data_list[0][0].keys())[0]\n",
    "time_axis=data_list[0][0][Key_field]['time_axis']\n",
    "click_array=data_list[0][0][Key_field]['click_array']\n",
    "freq_range=data_list[0][0][Key_field]['freq_range']\n",
    "amplitude_pulse=data_list[0][0][Key_field]['amplitude_pulse']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1261,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Integration window 3.66 ms\n",
      "Number of frequency points 51\n",
      "Spectra time 33.5 ms (expected: 186.67)\n",
      "Chunk time 6.7 s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/cc/gch5f6gx5716gr3vpg1glxkm0000gn/T/ipykernel_79155/499839724.py:152: RuntimeWarning: Mean of empty slice.\n",
      "  excess_array.append( data[start:start+chunk_size].mean(0) )\n",
      "/Users/jaime/miniconda3/envs/qj-env/lib/python3.12/site-packages/numpy/core/_methods.py:121: RuntimeWarning: invalid value encountered in divide\n",
      "  ret = um.true_divide(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initial plot and extraction of data. This plots the data exactly as is from \n",
    "# SingleSpin notebook and serves as a reminder of what are we working with\n",
    "\n",
    "\n",
    "N = 30\n",
    "average_number = click_array.shape[0]\n",
    "cycle_time=(time_axis[1:]-time_axis[:-1]).mean()*1e-6\n",
    "time_hist=time_axis.reshape(N, int(time_axis.shape[0]/N)).mean(-1)*1e-6\n",
    "t_step = time_hist[1]-time_hist[0]\n",
    "\n",
    "integration_index=10\n",
    "integration_index_bg=1\n",
    "excess=(click_array.mean(0)[:,:integration_index].sum(-1)-0*click_array.mean(0)[:,-integration_index_bg:].mean(-1)*integration_index)*t_step\n",
    "\n",
    "x = np.round((freq_range-Photon_IF)/1e3,0)\n",
    "chunk_size = 200\n",
    "excess = click_array[:,:,:integration_index].sum(-1)*t_step\n",
    "excess_chunked = chunk_average(excess, chunk_size)\n",
    "\n",
    "################### 2D Plot ###################\n",
    "total_time_freqsweep = (13*60 + 21) - (10*60 + 51) # minutes\n",
    "time_elapsed = np.linspace(0, total_time_freqsweep, excess_chunked.shape[0]).round(0)\n",
    "\n",
    "plt.figure(figsize=(5,9), tight_layout=True)\n",
    "fn.plot_2d_sweep(\n",
    "    excess_chunked, \n",
    "    x=x,             xlabel = r'$\\delta / 2\\pi$ (kHz)',\n",
    "    y=time_elapsed,\n",
    "    cmap = \"Blues\", clabel=False,\n",
    "    horizontal_ticks = True, fontsize = 35, \n",
    ")\n",
    "plt.xticks(*heatmap_ticks(x, [-25, 25]))\n",
    "plt.yticks(*heatmap_ticks(time_elapsed, [0, 75,  150], flipped=True))\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "for _, spine in plt.gca().spines.items():\n",
    "    spine.set_visible(True)\n",
    "#plt.savefig(f'{FIGURE_PATH}a_2d_map.pdf')\n",
    "\n",
    "spectra_times = np.linspace(0, total_time_freqsweep, excess.shape[0])\n",
    "spectra_time = np.diff(spectra_times).mean()\n",
    "print(f'Integration window {time_hist[-1]:.2f} ms' + \n",
    "      f'\\nNumber of frequency points {len(freq_range)}' + \n",
    "      f'\\nSpectra time {spectra_time*60_000:.1f} ms (expected: {time_hist[-1]*len(freq_range):.2f})' + \n",
    "      f'\\nChunk time {spectra_time*60*chunk_size:.1f} s')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1262,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "manual_correction_points = np.array([\n",
    "    [0, 0],\n",
    "    [0, time_elapsed[-1]]\n",
    "])\n",
    "\n",
    "manual_correction = np.interp(time_elapsed, manual_correction_points[:,1], manual_correction_points[:,0])\n",
    "\n",
    "est_array = []\n",
    "std_array = []\n",
    "for i in range(excess_chunked.shape[0]):\n",
    "    print(i)\n",
    "    y = excess_chunked[i]\n",
    "    guess = [x[np.argmax(y)], (x[-1]-x[0])/5, max(y), 0]\n",
    "    try: est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "    except Exception as e: est = guess; std = np.array(guess)*0+10\n",
    "    est_array.append(est)\n",
    "    std_array.append(std)\n",
    "    \n",
    "est_array = np.array(est_array)\n",
    "std_array = np.array(std_array)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(10,5), tight_layout=True)\n",
    "ax[0].plot(est_array[:,0], time_elapsed, '.')\n",
    "ax[0].set_xlabel('Frequency (kHz)')\n",
    "ax[0].set_ylabel('time (min)')\n",
    "ax[0].plot(manual_correction, time_elapsed, 'k--')\n",
    "\n",
    "ax[1].plot(est_array[:,0]-manual_correction, time_elapsed, '.')\n",
    "ax[1].set_xlabel('Frequency (kHz)')\n",
    "\n",
    "central_freqs.append(est_array[:,0])\n",
    "\n",
    "\n",
    "fig, ax_spec = plt.subplots(1, 1, tight_layout=True, figsize=(3,4))\n",
    "plt.xlabel(r'$\\delta$ (kHz)',fontsize=30, rotation=180)\n",
    "plt.ylabel(r'$\\langle C \\rangle$', fontsize=30)\n",
    "plt.xticks([-50, 0], fontsize=30, rotation=90)\n",
    "plt.yticks([0, 0.1, 0.2], fontsize=30, rotation=90)\n",
    "plt.ylim([-0.01,0.15])\n",
    "plt.tick_params(length=10, width=3,pad=1,top=False,right=False)\n",
    "\n",
    "finex = np.linspace(x[5], x[27], 100)\n",
    "plt.plot(finex, fn.lorentz(finex, *est_array[100]), lw=4, color='k')\n",
    "plt.plot(x[5:28], excess_chunked[100][5:28], 'o', ms=10, color='tab:blue')\n",
    "plt.vlines(est_array[100][0], 0, 0.18, lw=3, linestyle='--', color='k')\n",
    "\n",
    "plt.savefig(f'{FIGURE_PATH}small_fit.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1264,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x0 = 21.31 kHz, sigma =  -1.93 kHz, d_x0 = 0.31 kHz\n",
      "x0 = 35.53 kHz, sigma =  1.30 kHz, d_x0 = 0.02 kHz\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 530x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.stats import norm\n",
    "jumps_l = []\n",
    "\n",
    "thresholds = [11, 30, 40]\n",
    "center = est_array[:,0]\n",
    "diff = np.diff(center, prepend=0)\n",
    "mask0 = np.abs(diff) < thresholds[0]\n",
    "\n",
    "masks = []\n",
    "for i in range(len(thresholds)-1):\n",
    "    cond = np.logical_and(np.abs(diff) >= thresholds[i], np.abs(diff) <= thresholds[i+1])\n",
    "    masks.append(cond)\n",
    "\n",
    "\n",
    "fig,ax=plt.subplots(1,1, figsize=(12, 6), tight_layout=True)\n",
    "ax.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "\n",
    "ax.plot(center, time_elapsed, '.', label='Lorentzian center')\n",
    "ax.plot(diff, time_elapsed, '.', label='Differential')\n",
    "for th in thresholds:\n",
    "    ax.vlines( th, time_elapsed[0], time_elapsed[-1], 'k')\n",
    "    ax.vlines(-th, time_elapsed[0], time_elapsed[-1], 'k')\n",
    "ax.legend()\n",
    "\n",
    "bins = np.linspace(-50, 50, 51)\n",
    "center_bins = (bins[1:]+bins[:-1])/2\n",
    "x = np.linspace(bins[0], bins[-1], 1000)\n",
    "\n",
    "fig, ax1 = plt.subplots(1, 1, figsize=(5.3,4), sharex=True, tight_layout=True, gridspec_kw = {'wspace':0, 'hspace':0})\n",
    "\n",
    "ax2.set_xlabel(r'$\\Delta\\delta$ (kHz)', fontsize=41)\n",
    "\n",
    "plt.sca(ax1)\n",
    "bins = np.linspace(-50, 50, 41)\n",
    "center_bins = (bins[1:]+bins[:-1])/2\n",
    "drift = diff[mask0]\n",
    "hist_drift = np.histogram(drift-drift.mean(), bins=bins, density=False)[0]\n",
    "height_drift = max(hist_drift)\n",
    "plt.bar(center_bins, hist_drift, color='tab:blue', edgecolor='tab:blue', alpha=0.7, width=bins[1]-bins[0])\n",
    "popt_drift = norm.fit(drift-drift.mean())\n",
    "#plt.plot(x, norm.pdf(x, *popt_drift), color=fn.colors[0])\n",
    "jumps_l.append(hist_drift)\n",
    "\n",
    "rescales = [100]\n",
    "colors = ['blue', 'indigo']\n",
    "thresholds[-1]=50\n",
    "rescales = [5000, 20]\n",
    "for i, m in enumerate(masks):\n",
    "    plt.fill_between([thresholds[i], thresholds[i+1]], [400, 400], alpha=0.2, color=colors[i])\n",
    "    plt.fill_between([-thresholds[i], -thresholds[i+1]], [400, 400], alpha=0.2, color=colors[i])\n",
    "    jumps = diff[m]\n",
    "    hist_jump = np.histogram(jumps, bins=bins, density=False)[0]\n",
    "    height_jmp = max(hist_jump)\n",
    "    rescale = height_jmp/height_drift * rescales[i]\n",
    "    y = hist_jump*rescale\n",
    "\n",
    "    plt.bar(center_bins, y, color=colors[i], edgecolor=colors[i], alpha=0.7, width=bins[1]-bins[0])\n",
    "\n",
    "    guess = [max(yy), center_bins[np.argmax(yy)], (center_bins[-1]-center_bins[0])/10]\n",
    "    est, std, finex, finey = fn.fit_function(guess, gaussian, abs(center_bins), y)\n",
    "    print(f'x0 = {est[1]:.2f} kHz, sigma =  {est[2]:.2f} kHz, d_x0 = {std[1]:.2f} kHz')\n",
    "    plt.plot(finex, finey, color='black', alpha=0.7)\n",
    "    plt.plot(-finex, finey, color='black', alpha=0.7)\n",
    "\n",
    "\n",
    "plt.xticks([-40, 0, 40], fontsize=41)\n",
    "plt.xlim([-50, 50])\n",
    "plt.yticks([], fontsize=41)\n",
    "plt.tick_params(length=11, width=5,pad=11, axis='x')\n",
    "plt.tick_params(length=11, width=5,pad=11, axis='y')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Angle 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1267,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading ../data/Figure1/20231110002611_Spectroscopy_frequency_sweep_fixed_field_amp0.0042.hdf5\n"
     ]
    }
   ],
   "source": [
    "LOCAL_PATH = \"../data/Figure1/\"\n",
    "FIGURE_PATH = \"../figures/Figure1/\"\n",
    "\n",
    "timestamp_list = [\n",
    "    '20231110002611',\n",
    "]\n",
    "\n",
    "data_list=[]\n",
    "for timestamp in timestamp_list:\n",
    "    filenames=fn.getfiles_hdf5(LOCAL_PATH)\n",
    "    for filename in filenames:\n",
    "        if timestamp in filename: \n",
    "            print('Loading '+LOCAL_PATH+filename)\n",
    "            data=fn.load_h5_to_dic(LOCAL_PATH+filename)\n",
    "            data_list.append(data)\n",
    "            \n",
    "Key_field = list(data_list[0][0].keys())[0]\n",
    "time_axis=data_list[0][0][Key_field]['time_axis']\n",
    "click_array=data_list[0][0][Key_field]['click_array']\n",
    "freq_range=data_list[0][0][Key_field]['freq_range']\n",
    "amplitude_pulse=data_list[0][0][Key_field]['amplitude_pulse']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1268,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Integration window 3.66 ms\n",
      "Number of frequency points 61\n",
      "Spectra time 61.9 ms (expected: 223.27)\n",
      "Chunk time 24.8 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initial plot and extraction of data. This plots the data exactly as is from \n",
    "# SingleSpin notebook and serves as a reminder of what are we working with\n",
    "\n",
    "\n",
    "N = 30\n",
    "average_number = click_array.shape[0]\n",
    "cycle_time=(time_axis[1:]-time_axis[:-1]).mean()*1e-6\n",
    "time_hist=time_axis.reshape(N, int(time_axis.shape[0]/N)).mean(-1)*1e-6\n",
    "t_step = time_hist[1]-time_hist[0]\n",
    "\n",
    "integration_index=10\n",
    "integration_index_bg=1\n",
    "excess=(click_array.mean(0)[:,:integration_index].sum(-1)-0*click_array.mean(0)[:,-integration_index_bg:].mean(-1)*integration_index)*t_step\n",
    "\n",
    "x = np.round((freq_range-Photon_IF)/1e3,0)\n",
    "chunk_size = 400\n",
    "excess = click_array[:,:,:integration_index].sum(-1)*t_step\n",
    "excess_chunked = chunk_average(excess, chunk_size)\n",
    "\n",
    "################### 2D Plot ###################\n",
    "total_time_freqsweep = (13*60 + 21) - (10*60 + 51) # minutes\n",
    "time_elapsed = np.linspace(0, total_time_freqsweep, excess_chunked.shape[0]).round(0)\n",
    "\n",
    "plt.figure(figsize=(5,9), tight_layout=True)\n",
    "fn.plot_2d_sweep(\n",
    "    excess_chunked, \n",
    "    x=x,             xlabel = r'$\\delta / 2\\pi$ (kHz)',\n",
    "    y=time_elapsed,\n",
    "    cmap = \"Blues\", clabel=False,\n",
    "    horizontal_ticks = True, fontsize = 35, \n",
    ")\n",
    "plt.xticks(*heatmap_ticks(x, [-25, 25]))\n",
    "plt.yticks(*heatmap_ticks(time_elapsed, [0, 75,  150], flipped=True))\n",
    "plt.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "for _, spine in plt.gca().spines.items():\n",
    "    spine.set_visible(True)\n",
    "#plt.savefig(f'{FIGURE_PATH}a_2d_map.pdf')\n",
    "\n",
    "spectra_times = np.linspace(0, total_time_freqsweep, excess.shape[0])\n",
    "spectra_time = np.diff(spectra_times).mean()\n",
    "print(f'Integration window {time_hist[-1]:.2f} ms' + \n",
    "      f'\\nNumber of frequency points {len(freq_range)}' + \n",
    "      f'\\nSpectra time {spectra_time*60_000:.1f} ms (expected: {time_hist[-1]*len(freq_range):.2f})' + \n",
    "      f'\\nChunk time {spectra_time*60*chunk_size:.1f} s')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1269,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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    {
     "data": {
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kKGXeiJtaBbglRESBwc4zaZ7ZWil7XARQWFJe69fzZ2GWLgmxGJrWstoxLl0jIiI5vs43R4EoQsbMI6JQw4JhpHl5Z0yyx8MEICkuqlav5e/CLFm5Rdh85Gf776f2S8GMwR189vpERBQ8fJlvjgJVhIyZR0ShhjPPpGnFJgsWbM53OS6g6mYgPqbm23vJFWaZk33EZ6Pyzq8PAG9+eQKfHT6ri+V3REQUOL7MN+fX9WfWKb0PwMwjouDHzjNpmlwxFQC4r2dCrUfR5V6rUhTrvDTO3evbRODxD79D7/k7kJVb5JP3ISIi/fNlvnl6XV9mnbv3YeYRUbBj55k0LTnOiDDB9fiab07XemRb7rXCBaFOS+M8vb7EXyP/RESkT77MN0+v68usc/c+EmYeEQUrdp5VFhYWhh49eqBHjx4IC+OPw1l8jAEP90l2OW4DcOhUaa1fa96oNIQLVWkfLgh4ZVQnr5fGeXp9Z/4Y+SciIn1yl28bvi/2uuPp76xTeh9nzDwiCkYsGKYyg8GA3NxctZuhaQ/1ScY7ewrgvLpt2upvUXb1Wq2Wt41JT0Tf1GYoLClHUlyUz28mxqQn4tfyCszb5Pocmz9G/omISL+U8u2lDT/glY0/eF3oy99Z5/g+zDwiCiWc6iTNi48xYH5mmsvyMBHA7Oy8Wo/Ox8cY0CulqcvNRF239Sg2WfDZ4bOyBWDCBPhl5J+IiPRLyje52du6Ln2Wyzpfbl/FzCOiUMSZZ9KFMemJiIoMx+MfflftuE0E3v2qAHOG3lCn16/rth6OXy/n9bE3YXiXVnVqIxERBR9plnjD98V4acMP1c5JS5990Qn15fZVzDwiClWceVZZeXk5kpKSkJSUhPJyPhskRxopT2wSJVuc5J3dBXUaRa/rth5y23U4ChcEdE+K9bp9REQUfBxngeNjDEhXyImoyLrfqvly+ypmHhGFMs48q0wURZw6dcr+a6rOeaS8T7s47P6xpNo1NqBOI/PutvWoyWsqbTcC+K9QCxER6ZfcLHBCE/nng8uttjq/X11zztNrSZh5RBTsOPNMmiU3Ur73xxI4Tz7XtShJXbf1UNquQwCQ/VivOu3XSUREwUVpFtgYGe63LaZ8uX0VM4+IQhk7z6RZ246dcxndtgF45NbrfLoFR1239YiPMWBshuvNggjfzBgQEVHwkMu2SlFEudXmty2mfL191ZBOLV2OMfOIKBRw2TZp0tMffYd1h866HA8XBEzqk4RJfZJ8ugVHXbb1yMotwoffFMm2ldt0EBGRxF22JcVFoVdKU79tMeWL7avcFQpj5hFRKGDnmTTn8OlS2ZsL560vfP1MVXyModavKS2/c76P4DYdRETkqDbZ5q/sqMtruysUxmediShUcNk2ac7+wouyx29v30xzz1IpFU4Zm5GgubYSEZF69JRtctwVCnt2cHtdfAYiorpi51llgiDghhtuwA033ABBkKnAEYIykprIHt+Rf6FOW1L5g1LhlDXfnNZcW4mISD16yjY5SnkHAK9uPq6Lz0BEVFfsPKssKioKR48exdGjRxEVxWeFAKBLQixuvT7O5biIqi2ptCQ+xoCH+yS7HJe2zyIiIgL0lW1ypKJjch1oadsrIqJgx84zaVKfdq43GIIATRYjeahPss+3zyIiouCjp2yTMyY9Eesfu4WZR0Qhi51n0pxikwULNue7HBdF4EDhRc0tDYuPMWB+5u+j8SwWRkREztxl27GfTMg5UaK5fJPTJSGWmUdEIYvVtlVWXl6O9PR0AEBubi6XbsN9UZLHP/wOYQIwb1Sa5oqTiGL1/xMREUncZdvD7x8EAM3mmxxmHhGFIs48q0wURRw7dgzHjh2DyAQC4L4oCQDYRGBO9hHNjNA7b1clQlvtIyIi9XnKNkB7+SaHmUdEoYydZ9IcqSiJu3sMLRUnkZtN0FL7iIhIffZs89CB1np+MPOIKJSx80yaNCY9EZ9MvUXxvJaKkyTHGV06+noqAENERIExJj0RObP646V7blS8Rkv5JoeZR0ShjJ1n0qzmjRrIzj5rrTjJ+UtX4LLgXqw6TkRE5Cg+xoABHVvoIt/kMPOIKJSx80yaVVBidg1oAK+PvUkzxVSycotwz9Icl+MigBFLc5CVWxT4RhERkabpId/kMPOIKNSx80yaU2yy4LPDZ3HiQplLcZVwQUD3pFh1GubEuWiKnNnZeSyiQkREAPSTb3KYeURE3KpKdYIgoG3btvZfh7qs3CLMWlc9nAWhaiuMcEHQ1HI2d9uOSGwiUFhSrpk2ExGROvSUb3KYeUREOuk8T58+HQcPHsTu3btdzh07dgxvvfUWcnNzcfnyZcTGxqJ3796YOnUqEhISXK4/cOAAli5dimPHjqGiogJpaWmYOnUqMjIyAvFRXERFRaGwsFCV99aaYpPF5cYCACACS8fdhG5tYzUVyNK2I+5uJsJYRIWIdCSY81ZNess3Ocw8IiIdLNt+6623sHHjRtlzX331FUaPHo3t27cjPT0dDzzwAFJTU7F+/XpkZmbif//7X7Xrd+7ciYkTJyI/Px933XUXRowYgWPHjmHixInYtm1bID4OuaH0DJgIoImxvuZuLKRtR8J/WzHgUn0UwMwhHTTXbiIiOcxb/9Fbvslh5hERaXjm+erVq3j55ZeRlZUle95ms+G5556DzWbDihUr0KNHD/u5jz/+GH/5y1/wwgsvYOXKlfbXe+655xAdHY3s7GzEx8cDACZNmoR7770XL7zwAnr37g2Dgf/oq0Xa/sL5BkPLI9lj0hPRN7UZ3v2qAMt3F1Q7JwJYsCkfjQ0Rmi4AQ0ShjXnrf3rMNznMPCIKdZqced6xYweGDBmCrKws3HbbbbLXHD58GGfPnkX//v2rBTkA/OEPf0BCQgIOHDiAy5cvAwC2bNmCCxcuYOzYsfYgB4DExEQ88MADuHDhgiqj4RaLBenp6UhPT4fFEtpFNuJjDJifmVZtNFsQqkayDxRexOff/6TZQiTv7CmQnVWwicCc7COabTcRhbZQyls16Tnf5DDziChUaXLm+eOPP4bZbMbcuXNx3333oUOHDi7XNG3aFE8//TRSU1NlXyMyMhKiKKK8vBwNGzbEgQMHAAC9evVyufbmm2/G4sWLsW/fPtx1112+/TAe2Gw2e9tsNltA31uLpFHtg4WlEATgTKkF8zfm20NaADA/M01To9qeiqhUiiILqBCRJoVS3qpNj/kmh5lHRKFMk53niRMn4tVXX0V0dLTiNYmJiZg8ebLsuf/+978oKChAbGwsmjVrBgA4efKk/evkXsvxGjlWqxVWqxVms7nGn4O8Ex9jwPAuBhSbLJi2+ttqo9siqrbC6JvaTDPBbIwMd3s+XBB0tSyPiEKHFvMWCN7M1Vu+yWHmEVEo02TnuWfPnl5/bUVFBebOnQubzYaxY8ciLKxqZfqlS5cAADExMS5f06hRIwCwLzmTs2zZMixZssTrdlHtKRVYsYnA9h/OwVJRiYykJuiSoO6+mGZrpeI5PWw/QkShS4t5CwR/5uol3+Qw84golGmy8+ytiooKPP300zh06BA6duyIP/3pT/Zz5eXlAKqWlzmTjl29elXxtadMmYJJkyahtLQUAwcO9HHLSY5SgRUA+OsnR+2/zuzWGq+N7hqoZrmQ274jDMBinWw/QkRUW/7MWyD4M1cv+SaHmUdEoUyTBcO8UVZWhkcffRRbtmxBUlISli1bhvr169vPS7+uqKhw+Vqr1Qqgas9lJZGRkYiOjobRaPRxy0mJbIEVmevWHTqLw6dLA9UsF87bd4QJwNiMBNmbIiIivfN33gLBn7l6yTc5zDwiCmVB0XkuLi7Gfffdh71796JDhw5YuXIlWrRoUe0aafmY3FIxaYlZw4YN/d9YqpUx6YmYNeT3AjZK4XygUN2bizHpidg763ZM7psMmwis3n8a01Z/i1vm7UBWbpGqbSMi8hXmrf/079BM9rja+SaHmUdEoUr3nef8/HyMHj0a//3vf3HLLbdg1apV9qIljlJSUgAARUWu/6hLx6RrAi0uLg5xcXGqvLfWFZssWLA53+N1PZK08VyY3L6Xs7PzuG0HEeleMOStVhSbLJidnVdtQHhH/gXZa7WSb3KYeUQUanTdeT5x4gQefPBBnD9/HiNHjsTbb7+tWDE0PT0dALBv3z6Xc19//TUAoHv37v5rrAKj0YgLFy7gwoULQbs8rS48bYkBAEPTWsJsrVQ9rN0VgCksKQ94e4iIfCUY8lZL5LJNBNAzuUm1Y5ndWqN5owbIOVGiesY5Y+YRUSjSbcEwq9WKJ554AqWlpbj33nvxt7/9DYIg98RQlQEDBiA2NhYrV67EPffcg4SEBABVo+ArV65EXFwc7rzzzkA1n2pIrjAJAEy8uS0Sm0bhotmKN788gY15PyNMAOaNUm+PTKUCMGECuG0HEekW89b3lLJtf8FFTO2XgibGSPRIikX+z5fRe/4O2ESonnHOmHlEFIp023n+5JNP8OOPPyIiIgJNmjRR3NLigQceQOPGjWE0GvH888/j6aefRmZmJoYPHw5RFLFhwwaUlZVh8eLF1QqekDbExxgwc0gHzNtYfen2ym+KkP1YL4x8I8d+82ETgTnZR1TbI1MqADNr3e9L8QQBmDmkAwpKzDh/6QqKLpZDEAR0Z0VSItIJ5q3vSUW3ZmfnVetAiwDe+vIk9s66HQA0lXHOlDJv3qg0AEDOiRIYI8OZe0QUVHTbef7mm28AVFXzXLZsmeJ1d999Nxo3bgwAGDp0KGJiYvDmm29i/fr1iIiIQMeOHTF16lRkZGQEotkuLBYLhgwZAgDYtGkTDAYGi7O01q57hVaKInILS11G7StFEYUl5aoF9Jj0RPRNbYaDhaUQBOBMqQULNuW7tFMAMD9TOzMIRERKgiVvtWZMeiKiIsPx+IffVTsu5ZgIUXMZ58w587q1jcXu/16wz5Y7Yu4RUTDQRef5+PHjLsdee+01vPbaa7V+rd69e6N3796+aJZP2Gw2fPnll/Zfkyu55W3hgoD0pFjZ4zVZLlZssqCgxIzkOKPPbkIcX3N4l1YoNlnw+Iffyj6zLRVV0coMAhERENx5q0U9kpq4zTFvMw7wT84pvf7wLq3sx5xn0yXMPSIKBrroPFNok5a3zck+gkpRRLgg4JVRndAlIVb2uKdQzsotsoe7r54hk3vNhCZRboudSUVVeBNBRBSalPJNygVvMg7wT87V5PU9Fflk7hGR3rHzTLogLQ0rLClHUlyUPXiVjitxHhX3xTNkSq+Z/Vgv2YIwEhZVISIidzlW24wD/JNzNX19pUJoEuYeEemdrreqIu0pNln8tqVGfIwBvVKauoS/0nE5cqPi0jNk3lJ6zXKrDfNGpSFcpiqtVFSFo+9ERNrlz0xz5C7HapNxgH9yrqavL82kM/eIKFhx5pl8xt/LxHxBbmsNoY4j4UrPZCfFRaFXSlP7rEFUZBhOX7TYi6rwBoKISLv0kGlylGZ/vz/zK3qlNPXL6zs+i+04W87cI6Jgw5ln8gm5ZVyzs/Nw+HSpug2rCRE4f+mK17MLziPtzs+lSbMGXRJiMbxLKwzr3Io3EEREGqbnTJO2eHS2YHM+Pjt8ts6z6J4yT7qGuUdEwYgzzxoQFaX/53/klnHZROCepTma2pqioMQM50exRFS1U4T3swvePJdGRETapJdMUyK3xaNNBB7/8DufzKIz84goVHHmWWVGoxFmsxlmsxlGo1Ht5nhNWsblTERVIRF/Py9WU8bIcNnj0j2SVPjE2xno2jyXRkRE2qSXTFOilHVA3XLOETOPiEIRO8/kE9IyLrmbDV8WKqkrs7XS4zVaai8REQWeXjJNiaes08NnICLSInaeyWfGpCdi/WO3yJ77/syvgW2MAqXZBEeOhU+IiCg06SHTlHjKOuYcEZF32HlW2ZUrVzBs2DAMGzYMV65cUbs5dda8UQPI5fX8Tb4pVFJXzoVOwgTg1uvj7DcZcoVPiIgoNCll2oJN+Th8ujQg21h5wznrhN/+A5hzRER1wYJhKqusrMTGjRvtv9Y7uYJcQNVzYr4qVFJXUqGTd78qwPLdBdjzYwkEAJP7JmNS72TeUBAREQDlTLOh7oUm/c0560RUdaCfHdxec20lItILzjyTT7krUgL4rlCJL7yzp8B+UyQC+NeeQhVbQ0REWuMu03xRaDIQnLPu1c3HNdtWIiKtY+eZfEovBbnktiGpFEVs+L6YNxVERASgZpkGaCPX5DDriIh8i51n8im9FORSaudLG35A7/k7kJVbFPhGERGRptQk0wBt5JocZh0RkW+x80w+FR9jwMwhHRTPa6VQiXMxFUdaX4JHRESBoZRpAqCLQpPMOiIi32LBMPK5tNYxssefG9YRQzvHa+YGY0x6In4tr8C8Tfku56QleFppKxERqUMu00QAi8fehKbR9ZEUF6XprGDWERH5DjvP5HPSMjHH56zCBUFTHWcAKDZZsGCz682EJCqSCzOIiEKdUqZ1T4rVVKYpKTZZMF+m4wxUzZ5rcbk5EZFWsXegMqPRCFEUIYoijEaj2s3xCWmZm9aXtB08VepSSMVRudUWuMYQEZEm6SXT5BSbLFj9zSnZ7bYA4I99rtPF5yAi0grOPJPPZeUWYcGmfNhE7e4pmZVbhJnr8hTPa7X4CxERBZYeMk1OVm4RZq3LU+w4CwAm9UkKYIuIiPSPM8/kU4dPl2JWdp59RlfNPSWLTRbknChxee9ikwWzPHSc9TKrQERE/qOlTHOmlHHSObcdZwGYn5nGnCMiqiXOPKvsypUreOCBBwAAH3zwARo0aKByi7ynNMqtRkGSrNwizP7thidMAOaNSrPPFBSUmBVvKLRW1IyIiNShpUxz5i7jAPc59+f+7XBfz0TmHBGRFzjzrLLKykp8/PHH+Pjjj1FZWal2c7xWbLJgdrb8KHegl0BLbZFmCpy340iOM0Ju284wAbXqOLsb9SciIv3SUqY585RxgPuc87bjzMwjIuLMM/lIQYlZtvhWmICAL4GWa4vjTMHu/15w+Rrht5H7mrbT06g/ERHpl5YyzZmnjAPgk5xzxMwjIqrCmWfyCWNkuOzx5RO6BzxgpW1FHEkzBXKzCQKATx67pcbtrMmoPxER6ZeWMs2Zu4wD5GfNa5tzjph5RES/Y+eZfMJslV9yHhUZEeCWVG0rMm9UGsKFqrsLxwJgciP2IoDtP5yr8Y2Au1F/IiLSPy1lmjN3GQfIZ1Rtc84RM4+I6Hdctk0+IY2EOwasms+FjUlPRN/UZigsKUdSXJT9pkKunQDw+o4TWLzjBOZnel6KprXPSkREvqX1f+eVMg7wTc450vr3gogokDjzTD7haSRcrTb1SmlarQ1SO52XvAFVI/Oz1+V5HJn39rOy2AoRkT5oMdOcyWWcdLyuOSf3et58L5h7RBRsOPNMPuNuJFxLxqQnIioyHI9/+J3LORtQoy1IavtZWWyFiEhf9JJpcnyRc86vV9vvBXOPiIIRO88qi4qKQllZmf3XehcfY9DFDUaPpCYQBECUqaYaFVmzBRk1/axKxVb6pjbTxfeKiChU6SXT5Pgi5xzV5nvB3COiYMVl2yoTBAFGoxFGoxGCILcrI/lDfIwBf+yTLHuu3Grz6Xux2AoREQVaIHPOGXOPiIIVO88UsuKi68se//7Mrz59n7wzJpdjLLZCRET+9pBC59nXOeeMuUdEwYqdZ5VdvXoVDz74IB588EFcvXpV7eaEjGKTBQs258uee3XzcZ8VN1F6n2eHtOfSNSIi8ju5NW0LNuX7rYgXc4+IgpkuOs/Tp09H3759Zc9dvHgRf/vb39C/f3907twZgwcPxvLly3Ht2jXZ6w8cOIBJkyahZ8+e6NatGyZOnIj9+/f7s/luXbt2De+//z7ef/99xTaT78ktKZP4cmmZ0vt0bt3YJ69PRORLwZy3oaigxAy5qJOKhvnrPZl7RBSsNN95fuutt7Bx40bZcyaTCffffz9WrVqFTp06YcKECTAYDFi4cCGeeuopl+t37tyJiRMnIj8/H3fddRdGjBiBY8eOYeLEidi2bZu/PwppSHKcEUqPmIcJ8NnSMml/TEdcukZEWsS8DT4Wq/zAhgDf5Zwz5h4RBTPNVtu+evUqXn75ZWRlZSles2TJEpw4cQJz587FuHHjAFSNmj/55JPYsmULtm7dikGDBtlf77nnnkN0dDSys7MRHx8PAJg0aRLuvfdevPDCC+jduzcMBi4pqqtikwUFJWYYI8NhtlYiOc6ouaVa8TEGDO3UEhvyfnY5N7RTvM/aK+2POSf7CCpFUZN7hRJRaGPeeqaHXJNzssQse3xYmu9yzhlzj4iCmSY7zzt27MBLL72Es2fP4rbbbsOXX37pco3VasXatWsRHx+PsWPH2o+Hh4dj5syZ2Lp1K9asWWMP8y1btuDChQt49NFH7UEOAImJiXjggQewePFibNu2DXfddZf/P2AQc9zXUaLV/R0n971OtvP8SF/5Aive0vNeoUQU3Ji3nukp15xlJDWRPe7rnHPG3COiYKXJZdsff/wxzGYz5s6di2XLlslec+zYMVgsFvTs2RNhYdU/Rps2bZCYmIjc3FxUVlYCqHr2CgB69erl8lo333wzAGDfvn2+/Bghx3lfR4m0v6O/ipN4q3mjBgF7r/gYA3qlNOUNBBFpCvPWPb3lmrNA5pwz5h4RBSNNdp4nTpyI7du3Y9y4cYp7H584cQIAkJCQIHs+MTERVqsVZ86cAQCcPHnSflzuWsdryDuBKsLlK+/uLZA9fs/SHGTlFgW4NUREgce8dU9vueasQGHZNnOOiMg7muw89+zZE9HR0W6vuXz5MgCgcePGsucbNmwIALh06VK1/8fExLhc26hRo2qvKcdqtaKsrAxms3wQkXyREInWioUUmyxYvke+8yxCHzMKRER1pcW8BbSTuXrKNTnGyHDZ48w5IiLvaLLzXBNSoEZGRsqel45LeyeXl5crXu98rZxly5ahe/fuGDhwoPeNlhEVFYXz58/j/PnziIrSdgh7Eh9jwMibWrscFwRorliI0vYdEj3MKBARBUKg8xbwX+bW1u7/XpCdedZLESyztVLxHHOOiKj2dNt5rl+/PgCgoqJC9rzVagUAGI1Gj9dL17rrvE6ZMgUHDx70+RYbgiCgWbNmaNasmeKSOb0oNlmQfeis6wkR6JvaLPANcsPdbAKgjxkFIqJACHTeAv7L3NooNlkwa12ey3EBQPZjvTRfLAzQ/8w5EZHW6LbzLC0Hk5aHOZOWhEnL0aTr5ZaKSa8hLT2TExkZiejoaPvNAblSms0VAc2NbktbaUg3FcJv/wH6mVEgIgqEQOctoI3MdZdp5VZboJvjFeeskzDniIi8o9vOc0pKCgCgqEi+4EVRURGioqLQqlUrj9dLx6RrAunq1auYOnUqpk6d6nEZm9YlxxkhN8AtAJod3ZaW44m//Te5bzL2zrpdFzMKRESBECx5W1t6zDQ5+wsuVlt63vf6OOYcEZGXdNt5vvHGG2E0GrF//37YbNVHgM+cOYOioiJ07doV4eFVxTLS09MByG+P8fXXXwMAunfv7udWu7p27RreeOMNvPHGG7h27VrA39+X4mMMmDW0g9rNqBGl5XjvKBQRIyIKVcGSt7Wlp0xTcvh0KdY5PU61+8cSnL90RaUWERHpm247z/Xr18fw4cNx5swZrFixwn68srISCxYsAACMHz/efnzAgAGIjY3FypUrcfr0afvxoqIirFy5EnFxcbjzzjsD9wGCVFpr1+qqWly2rbQczyZqr61ERGoK5bzVS6Yp2V94Ufb4gcLSALeEiCg41FO7AXXx5JNPYu/evZg3bx727duHdu3aIScnB0ePHsWQIUMwYMAA+7VGoxHPP/88nn76aWRmZmL48OEQRREbNmxAWVkZFi9ebC9yQt5T2hYjKlJb4zRK7QwT9LUcj4goEEI1b/WSaUqui5N/Zpw5R0TkHV13nps0aYI1a9Zg0aJF2LVrF3JyctCmTRvMmDEDEyZMcKlePXToUMTExODNN9/E+vXrERERgY4dO2Lq1KnIyMhQ6VMEh2KTBQUlZlw0W2XPa624itL2HX/scx0LqBAROQm1vPWUaWdKLeiSEBvgVtWeIVL+Ni8qMiLALSEiCg666DwfP35c8Vzz5s3x8ssv1/i1evfujd69e/uiWfSbrNwizM7Og02EbHEVAPj+zK/oldI0oO1yR9q+w7GIShiASX2S1GoSEZHqmLc1y7Rpq79F2dVrmi+6JZd13KKKiMh7+lh3RJpVbLLYbzIAyD5HDAALNuej2GQJWLs8cd6+I0wA5mWmcdaZiCiE1TTTRABzso9oKtfkyGUdt6giIvIeO89UJwUl5moj2kq0WohLFKv/n4iIQldNMw0AKkVRk7kmh1lHROQb7DyrzGAwoKCgAAUFBTAY9DcSLC0J80Rrhbik2QXpPkIvswhEROQ/Nc00QB/Ln5l1RES+xc6zysLCwpCUlISkpCSEhenvxyEtCQsXlO82BADzRmlrSbTc7EKlKOLQKW7fQUQUqmqSaUBVx1kPy5+ZdUREvqW/3hppzpj0ROyddTuWjrtJtriKFleJKc0uTFv9LbJyiwLfICIi0gRPmQYAzw5ur/liYQCzjojI19h5VpnVasWMGTMwY8YMWK3yW2LoQXyMAcM6t8L8zDTZoNbaMjHnIioSEcDs7DxNtZWIiALLU6a9uvm4LnKCWUdE5FvsPKusoqICCxcuxMKFC1FRUaF2c+psTHoixqYnuBzXYmEVpbbaRODdrwpUaBEREWmJnjJNCbOOiMh32Hkmnyo2WfDh/tMuxwNdMKzYZEHOiRK3o+pKbQWA5bsLcPg0nwkjIgplWsk0OTXJOek6Zh0RkW/Uq8sXnz17Fnl5efjll1/w66+/okGDBmjVqhVuuOEGtG3b1ldtJB0pKDHLPuP8xz7XBaywSlZukX2fzjChqliZ3LNpSm0Fqpa03bM0B/Mz5b+WiIiCnxYyTU5Ncw5g1hER+VKtO8/nzp3Dhx9+iE2bNqGo6PdiE+JvmwcKv1WobNOmDe655x6MHz8ejRs39k1rSfOk4iSO1T3DAEzqkxSQ95e25ZDe3yZWPW/dN7WZy42OXFsdSVt6yH0tEREFP7UzTU5tcg5g1hER+VKNO8/l5eVYvHgxVq9ejatXr6JZs2a4/fbbkZqaiiZNmsBgMODSpUsoLS1Ffn4+vvvuOyxevBj//ve/cf/992Py5MkwGo3+/CykAVJxkjnZR1ApigHfzkNpW47CknKXNji3VY7S1/pCscmCA4UXIQgCureN5U0LEZHGqJ1pcg6eKq1xzgHqZ50j5h4R6V2NOs/ffPMNZs6cCbPZjNGjR2PUqFHo2LGj26+x2Ww4ePAgsrKy8N577+Hzzz/Hq6++iu7du/uk4aRdY9IT0Te1GQpLypEUFxXQcMw7Y3I5Fi4Iis+mOba13FqBP75/sNryNndfWxdZuUWYtS7P/l4CwGVzREQapGamOZOyw5mnrFIr6xwx94goGNSo8zx58mSMHz8ejz76KBo1alSjFw4LC0N6ejrS09Nx8eJFLF68GJMmTcL3339fpwaTPsTHGAJ+g1FssmDB5nyX488Oae+2LY5tnZ/pnxmGYpMFBSVmJMdVrb5wvIEAft82hMvmiIi0R41McyYt13aeOw4TUKOsCkTWObeXuUdEwaZGnedPP/0USUlJXr9JkyZNMHfuXDzwwANev0awMhgMOHLkiP3X5D25JdsA0Ll14xq/hj9mGJwLu/RuFydbvMUmIiDL5oiISH+UMu71sTdheJdWtXotf8+mM/eIKFjVqPNcl46zo+uuu84nrxNMwsLCcOONN6rdjKAgVxTFm6VovpxhkCvssufHEtlrtbD1CRERaZNSxnVPivXq9fw1m87cI6Jgxn2eKWhIRVHCf6v4rrQUTdob8/DpUvsemTXdL7O2lGYKnAmo2mqEo+9ERCSnphkHBDbnnDH3iCiYeb3Pc1ZWFlauXIlTp06hoqJC9hpBEHDs2DGvGxcKrFYrXnnlFQDAnDlzEBkZqXKL9M3TUjTHpWQS4bf/i/C8X2ZtedoiRHr/T6begi4J3s0eEBFRaKjJcutA55wz5h4RBTOvZp5XrVqFF154AT/++CPq16+P+Ph42f9atmzp6/YGnYqKCrz44ot48cUXFQchqHbiYwzoldJUdsbZ+YYCqLqZkA5J+2X6amRebqYgs1vrar+fn5nGGwgiIqoRpYwD1Mk5ufYx94goWHk187xmzRoYjUa89dZb6NGjh6/bROQX7+4tqNFSMl/vdyk3U/DMne01se0JEREFD7Vyzhlzj4iClVed51OnTmHUqFHsOJNuFJssWL6noEbX+mO/S+fCLFrY9oSIiIKH2jnnjLlHRMHIq85zo0aNUK+e149LU5CT9nY0RobDbK1EcpxR9cAsKDHLbpMhEVC1pM1f+10SEZE+aTHT5DDniIj8z6secP/+/bFz507MmDED9evX93WbSMfkCpX4uzhJTbgrYBIGYP3UW1ButXE5GRER2Wk10+Qw54iI/M+rgmFPPfUUoqKi8Mc//hHbtm3D//73P5w+fVr2PwodSoVKbCIwOzvP58VJarPthnMBE0mYAMz7rXCJUgEWIiIKPZ4y7fDpUr+/f222lmLOERH5n1czz4MGDUJFRQV+/PFHHDhwQPE6blUVWtzt7WgTgXe/KsCcoTf45L0cZwNqOgsgFTB596sCvL276rkwsQaFVYiIKPR4yrR7luZgfqZ/ZqC9yTiAOUdE5G9edZ7bt2/v63aErAYNGmD//v32X+uZp70d39ldgEm9k+s86u08GyBtu9E3tVmNXvsdh4IqImr3tUREFBo8ZZq/8qOuGQcw54iI/MWrzvMHH3zg63aErPDwcKSnp6vdDJ+QlozNyT6CSpmhbhvgk60x5GYDarrtRl2+loiIQoenTAP8kx91zSnmHBGR/7BkNvmUtGTs0KlSTF39bbVzvtoaQ2k2YMXXheiV0rTWXxuILTuIiEh/HPcrLrdW4I/vH6xW0dof+ZEcZ7RXxnb0/ZlfPWac9PXMOSIi/6hR53nRokW4+eab0bNnT/vva0IQBPz5z3/2vnUhwGq12r+fTzzxBCIjI1VuUd3FxxgwrLMBZVev2Ufsfbk1RnyMAY/1S8GSnSeqHd905GccPl2KLgmxbr/WcSYhkFt2FJss2HbsHM5fvoKBHVu4bScREWmD4/7E8zPVyQ8AWLApH3d3beXx/dTMOWfMPSIKNjXqPL/55psIDw+3d57ffPNNCIIA0UMVCnaePauoqMCzzz4LAHjssceCovMscRyx9/XWGDFREbLHDxS67zz7u11KsnKLMHNdnv33i3ecQGa31nhtdFe/vzcREflGIPJDab/m2jz6pEbOOWPuEVEwqlHned68eejYsWO13xPVhOOIvS9lJDWRPd4jqWaj2v5ql5xikwWzsvNcjq87dBYTerXlSDwRkY74Oz+UHk0KA2q19DqQOeeMuUdEwapGneeRI0e6/T1RoHVJiEViEwOKLv6+/2ViE4MmA7mgxKy4VUhNZsqJiCh0SMuuHWdtAaBrYmPdFPxi7hFRsApTuwFE3jh8urRaxxkAii5acPh0qUotUpYcZ4QgyJ+r6Uw5ERGFjg4tG7ocO1T0qyYzTg5zj4iCldfVtj/77DN8+umnOHv2LKxWq+w1giBg27ZtXjeOSMn+wouyx7U4oh0fY8CsIR0wb2N+teOZ3Vprrq1ERKQ+PWWckj/2ScZyh/2mAeYeEemfV53nFStWYN68eR4LhgXKtWvX8N577yE7OxtFRUUwGAy46aabMHXqVHTp0qXatRcvXsTSpUuxc+dOlJSUoFWrVsjMzMSkSZNQrx537tILpWeeL5rlB3LUlJVbhAWbfu84D+jQDH8ecD1vIIhIl5i5/lfXuh5qysotwuzsPNhEQAAwoksrtG0ahf4dmzP3iEj3vEqu1atXo1GjRvjnP/+Jbt26oX79+r5uV6089dRT2LJlC5KSkjBu3Dj8+uuv2LhxI3JycvDWW2+hT58+AACTyYT7778fJ0+exKBBg5CYmIivvvoKCxcuRF5eHl5//XVVPwfVXJeEWPRv3ww7jl+odvzNL09g0I0tYLZWIjnOqPrzYcUmi/0mQrLreAleGpmmXqOIiOqAmauuYpMFBSVmTWScM+fMEwF89n0x9s66XXNtJSLyhled5+LiYowZMwa9evXydXtqbd++fdiyZQs6d+6MVatW2bd6Gj16NCZMmIAXX3wRX3zxBQBgyZIlOHHiBObOnYtx48YBAKZPn44nn3wSW7ZswdatWzFo0KCAtr9BgwbYuXOn/ddUM1m5Rdjp1HEGqqqTjliaAwAIE4B5o9IwJj0x0M2zKygxu1RMrRTFGm83QkSkJXrPXD3Iyi3CrHWulaqBqnwTUNUp1ULGOWPmEVGw86pgWEJCAsrLy33dFq98//33AIC77rqr2h7JPXr0QLt27VBUVIRffvkFVqsVa9euRXx8PMaOHWu/Ljw8HDNnzgQArFmzJrCN/+39+/Xrh379+iE8PDzg769H0si2p4cGbCIwJ/sIik0WD1f6j7TliKNwQajVdiNERFqh98zVuprkm3ROCxnnjJlHRMHOq87zxIkTsXHjRpw4ccLX7am12Niq52fOnj1b7XhFRQUuXryIiIgINGzYEMeOHYPFYkHPnj0RFlb9Y7dp0waJiYnIzc1FZWVlwNqud4dPl2L5nhMBr/4pN7KtRBrxVou05Uj4b2VHwwUBr4zqxBF4ItKlYM5ctTLNUW3yDVA/45wx84go2Hm1bPvee+9Ffn4+7rnnHtx+++1ISEioNgItEQQBf/7zn+vcSHcGDRqEf/7zn1i9ejU6dOiAO+64A5cuXcLChQtx4cIFPPTQQ4iMjLR39BMSEmRfJzExEUVFRThz5gzatm3r1zY7qqiowNtvvw0AmDx5MiIiIgL23nXx9EffYd2h32+eMru1xmujuwbkvaWR7ZrcYGhhxHtMeiL6pjZDYUk5kuKieBNBRLql98xVomamOapNvgHayDhnzDwiCmZedZ6//fZbrF+/HhUVFdi6davidYHoPMfExGDNmjWYOXMmZs2ahVmzZtnPTZ8+HVOmTAEAXL58GQDQuHFj2ddp2LBqT8VLly7JnrdarbBarTCbzT5sfdXrTps2DQDw4IMP6qLzfPh0abWbDABYd+gshqa1xICOLf363lKhlJlDOuDVTcdRKYoQAEAARBFV+0qKVcvaAjni7amAS3yMgTcQRKR7es9cOWpmmiO5fAsXBNxzUyt88u1PVXmnUsbJtdNdwTJmHhEFK686z6+++irKy8sxdOhQdO/eHVFR6o16Wq1WLF68GN9++y1uvPFG9OjRAyaTCdu2bcOyZcvQokULjBw50h7AcjPkjsevXr0qe37ZsmVYsmSJfz6EzijtP/nw+wexINN/xUsct78IE4CZgzugc5vG9lF3aZTb8deBCG/ndmmtgAsRka8EY+aqlWmO3OVbfIwBz9zZXrWMc9dO5h0RhRqvOs/5+fm444478Pe//93X7am1BQsW4NNPP8WECRMwZ84cCL89Z3Pu3DmMGzcOs2fPRkpKin07rYqKCtnXsVqr9gc2Go2y56dMmYJJkyahtLQUAwcO9MMn0Q+l/SeBquIlfVOb+TzQnbe/sInAq5uPV9v+wvE9A3VDIdcuf30PiIjUFoyZq0amOappvqmRcZ7aybwjolDjVcEwg8GAxET1RxptNhvWrl2Lhg0bYsaMGfYQB4AWLVrgqaeegiiK+PjjjxETEwNAeYmYtMQsOjpa9nxkZCSio6MVgz6UdEmIRWa31rLn/FW8xN32F2pSateG74tRbLKg2GRBzokSTVVDJSLyRrBmrhqZ5kir+eZMqZ2HTpVWyznmHhEFM69mnm+//Xbs2rULTz75pKrP6P7yyy+4evUq2rVrJ7s07PrrrwdQVRX0nnvuAQAUFRXJvlZRURGioqLQqlUrv7U3mLw2uiuGprXEw+8frHbcX8VL5IqoaKFQilJxl5c2/ICXN/wAQLv7cRIR1UYwZ26gM82RVvPNmVw7BQGYtvpbe86NvKk11n97lsu6iShoeTXz/PTTT8Nms+HBBx/E5s2bkZ+fj9OnT8v+508xMTGIjIzEmTNn7EvAHBUWFgIAmjdvjhtvvBFGoxH79++HzWardt2ZM2dQVFSErl27cq/lWhjQsSUWZAZmS4r4GANmDulg3z9SK9tfOG/L4UiEtvfjJCKqjWDP3EBmmiOt5psz57wLcyheBlTl3LpDZ12WdTP3iCiYeDXzPHjwYFRUVKCgoACHDh1SvE4QBBw7dszrxnkSGRmJQYMG4fPPP8eiRYswY8YM+7mLFy/in//8JwDg7rvvRv369TF8+HBkZWVhxYoVePDBBwEAlZWVWLBgAQBg/PjxfmtrsArUlhRZuUVYsCkfNhEQADw7uL1mRrOl78GG74vx0m+zzXKkZXhauyEiIqqJUMhcNbZZ0nK+OXP8/pSUXcHjH37n9nrmHhEFG686z+3bt/d1O7w2e/ZsHDlyBO+88w727duHjIwMmEwm7NixA6WlpXjooYfQq1cvAMCTTz6JvXv3Yt68edi3bx/atWuHnJwcHD16FEOGDMGAAQMC3v769evj888/t/9aj/y9JYVzkRIRwPzN+WjX3BjQbUTciY8xID0pFsJvW2YpiYr0arEHEZEm6D1zayKQ2yzpId+cSd+fw6dLPWYewNwjouDiVef5gw8+8HU7vBYXF4ePP/4Yy5YtwxdffIEPPvgAkZGRuOGGG3D//fdj8ODB9mubNGmCNWvWYNGiRdi1axdycnLQpk0bzJgxAxMmTKhW/CRQ6tWrh2HDhgX8ffVErkiJKFZtI5LZrTVeG91VlXY5krbv8HQTUW61ub+AiEjD9J65WqOHfJMjl3ly9T8A5h4RBZcadZ6vXbuGevW86mf75XWcNWzYEM888wyeeeYZj9c2b94cL7/8ss/bQP6jVJQLqHq+akKvtuiSEBv4hv3GeeYAqFp6B/z+LBigzQIwRES1xcz1Ha3nmxy5zAsDsHxCdzyy4qDmC58REdVFjdbSDB8+HF9++WWd3mjr1q0YOnRonV4jGFVUVOC9997De++9p7gfJgEP90mG0hzFgcLSgLbF2cFTpa4zBwAeufW6gBeeISIifdFyvsmRyzwbgKjIiGoFxZh7RBSMajQNfM8992DatGno0qULHnzwQfTv3x9hYZ773RaLBZ9//jnWrFmD//73v/jTn/5U5wYHG6vVikmTJgEA7r33XlW3/tIiaWmY3Ki8pEeSeqPyWblFmLUuz+V4uCBgUp8kTOqTFNDCM0REpA9azzc57jIvKS4KvVKaBrzgGhFRINWo8/zoo4+if//++Mtf/oJp06ahcePG6N27N9LS0nD99dejSZMmaNCgAS5fvozS0lIcP34cBw4cwIEDB1BeXo6uXbtizZo1uPHGG/39eSiIyC0Nc5bZrbVqS9qk9jk3L0xAtdF23jwQEZEjreebnNpkHnOPiIJVjR9ATk1Nxdq1a7F7924sX74cGzZswIYNG2QLfoiiCEEQ0KNHDzzyyCPo27evTxtNoUGukAoA/G3EjbBes6FHUqyqNxZK7XN3M0RERKT1fJOj1Ob0trGa3VqLiMjXal29q2/fvujbty/OnTuHnJwcHDlyBCUlJbh06RLq16+PVq1aoWPHjujduzdatWrljzZTiJArpBIuCBh4QwtNjGobI8MVz83OzkPf1GaaaCcREWmL1vNNjlLmfVNYisOnSzXX2Sci8gevS1+3aNECI0eOxMiRI33ZHgphxSYLCkrMSI4z2pd9zRuVhjnZR1ApiporPmK2Viqes4lAYUm5ZtpKRESB55xrEq3nmxx3mXegkJ1nIgoNvt83isgLjoVTwgRg3qg0jElPxJj0RM0WH3G3xUiYAG7PQUQUwpRyTaLlfJOTHGeEALg88wxor7AZEZG/1GirKiJ/ci6cYhOBOdlHUGyyAKgaoe+V0lRzNxbxMQbMHNJB9ly/9s1w/tKVALeIiIi0wFOuSbSab3LiYwyYNVQ+87b9cA6HT2tvWy0iIl9j51ll9evXx0cffYSPPvoI9evXV7s5qpArQlIpiigsKVenQbWQ1jpG9viO/AsYsTQHT3/0XWAbREREqtNzrrmjlHmLd5xg5hFRSGDnWWX16tXDvffei3vvvRf16oXmKnpp+bMjac9IrZNru6N1h85yNJ6IKMToOdfcYeYRUahj55lUJxVOCf9t2zOlwimHT5di+Z4Tmgpm57bLWXvwjMtSPSIiCl41zTWJFvNNTk0yb0f+eeScKGHuEVFQCs2pTg25du0a1q9fDwAYOXJkyM4+eyqc8vRH32HdobP232d2a43XRncNcCvlSW3f/sM5/PWToy7nV+4rwupvilyKxRARUfCqaUEwLeebHE+Zt2j7/4Dt/5MtkkZEpHd17qmdPHkSx44dg8lkwvjx4/HTTz8hNjYWBoP2i19owdWrVzF69GgAQFlZWch2ngHYt6dydvh0abUbC6BqaViXhBjccUNLTRRaiY8x4P6bk/Bt0a8ubQV+LxbDvZ+JiEKHUq5JlPJtaFpLGCLruWxxpRWeMg9g7hFRcPJ62fapU6cwbtw4DBs2DDNmzMDLL78MAMjOzsZtt92G7du3+6yRFNr2F16UPf78p8fQe/4OZOUWBbhFyl4b3RWfTr0F99/sOtIeDMViiIjId5Ty7eH3D2Lc8m80l3HOpMx7blhH/L8RN7icZ+4RUbDxqvN87tw5jB8/HocOHcItt9yCLl26QBSrykrGxsaivLwcTzzxBI4cOeLTxlJoui7OqHhOafsPNXVJiMXU29sFZbEYIiLyncaGCLfntZhxzrokxOLhW69DlzaN4fwoNHOPiIKNV53npUuX4uLFi1i+fDn+9a9/oU+fPvZz48ePx/vvvw9BEPD222/7rKEUur45KT8yL9HiyPbu/16A6LBNiSDAbbEYIiIKLVm5RXj24zyP12kx45xl5RZh5Bs51XLPU5E0IiI98uoB2y+//BIDBw7ErbfeKnu+e/fuuOOOO3Do0KE6NY6o2GTB8j0Fbq8JE6Cpke1ikwWzs/PguMWnIAJ9U5up1iYiItIOuZxQovXZW+mzOO5rHQYg+7Fe6JIQq1q7iIj8wauZ519++QVt27Z1e018fDx++eUXrxpFJCkoMXu8ufhjn+s0NbJ98FRptZsIALABmp85ICKiwCgoMbvkhJwwHaxaUsq8cqtNlfYQEfmTVzPPcXFx+N///uf2muPHjyMuLs6rRhFJkuOMCBPg9iZjUp+kgLXHk6zcIsxa57oMT+szB0REFDg1yTYAWP/YLZqevWXmEVGo8WrmuW/fvvjyyy/x1VdfyZ7ftm0b9u7dq7ism34XGRmJd999F++++y4iIyPVbo7mxMcYMG9UGsKdq5D8Rv6oOpSW4elh5oCIiALHOducC0wCVfnWvFGDwDasFph5RBSKvJp5njp1Kr744gtMnjwZgwYNQklJCQDgX//6Fw4fPoxt27YhJiYGU6ZM8Wljg1FERAQefPBBtZuhaWPSE9E3tRk2fF+Mlzb8UO2ciKrl0FoIaaVleGMzEjAm3XXrKiIiCl1SthWWlKOk7Aoe//C7aue1lG9ymHlEFIq8mnlu0aIFVqxYgdTUVGzatAm5ubkQRRH/93//h61btyIpKQn//ve/0bp1a1+3l0JUfIwBwzrHa3r7J2NkuOzxD785reltRoiISB3xMQb0SmmKHklNNJ1vcph5RBSKvJp5BoDrr78e69evR15eHvLy8nDp0iUYjUZ07NgR3bt3h6CwzJaqu3btGrZs2QIAuPPOO1Gvntc/EtUVmywoKDEjOc7ol5FyaZnbnOwjqBRFzW2DYbZWyh7X+uwBERG58nemOdJ6vslh5hFRKKpzTy0tLQ1paWm+aEtIunr1KoYPHw4AKCsr023nOSu3yL5VRZgAzBuV5pdlW47L3JLiojQVzslxRgiAbHVwLc8eEBFRdYHKNEdazjc57oqeMfOIKFh53VOz2WzIy8vD2bNnYbVaFa+75557vH0L0olikwWzsvMg/hagNhGYk30EfVOb+W0GWus3FY64BoOISD8CnWmO9JRv8TEGPNYvBUt2nnA5d/7SFd18DiKi2vCq81xUVIQ//elPOHnypOI1oihCEAR2nkPAsx9/b7/JkFSKYsgt21Lak5pL2IiI9IOZVnMxURGyxw8Ulmp6iy0iIm951Xl+5ZVXcOLECXTv3h033XQTGjTQ7lYK5F+HT5diz48lLsfDhNBbtqW0hC0Mofe9ICLSI2Za7WQkNZE93iOJHWciCk5edZ6//fZb3HzzzXjvvfd83BzSm/2FF2WPD+0Ur6kReqnwi8V6DSdLzMhIauLzUXGp4Ivjcj8BwLzMNE19L4iISJ5eMs2ZY3Gz85euYH/hRb/knLMuCbHI7NYa6w6dtR/L7Naas85EFLS86jyLoogbb7zR120hHVIadX6kb3KAW6LMsfCLo8xurfHa6K4+fS+p4MuhU6UQRaB7Uqymb7iIiOh3esg0Z0oZB/gn55y9NrorJvRqiwOFpeiRFMuOMxEFNa/2ee7duzcOHDjg67aQDnVJiMXQtJbVjmlp1LnYZFG8qVh36CwOny71+XtW7UndCsO7tGLHmYhIR5o3aoBbr4+rdkxLmebMXcYB/ss5Z10SYvHwrddp9vtEROQrXs08P/vssxgzZgxmzpyJhx9+GImJiYiMjJS9NizMq/55yIiMjMSSJUvsv9abrNwibD7ys/33U/ulYMbgDiq2qLqCErPiTQXAoiZERFTFeQZ3eOeWeETjHUJPGQcw54iIfMmrznNcXBxuueUWfPrpp/jPf/6jeJ0gCDh27JjXjQsFERERmDp1qtrN8IrciPdbX57E/b3aambG1RgZ7vY8i5oQEZFcnm3KO4e/DLtBvUbVgLu9liXMOSIi3/Gq8/yPf/wDn376KURRROPGjREVxQqUoUhuxFtr23mYrZWK57S8FI+IiAJHD3kmJz7GgIf7JGP5ngLZ88w5IiLf8qrz/Nlnn6Fly5Z45513kJKS4us2eWX37t3497//jby8PAiCgJSUFDz44IMYMmRItesuXryIpUuXYufOnSgpKUGrVq2QmZmJSZMmoV49r74ddVJZWYk9e/YAAG699VaEh7ufKdUSpRHv78/8il4pTdVplBOlNk68uS1evKeTOo0iItIxveatO3rIMyUP9UnGO3sK4Dz5zJwjIvI9rx5IvnTpEgYPHqyZjvOKFSvwyCOP4L///S9GjBiB4cOHo6ioCE8++ST+/e9/268zmUy4//77sWrVKnTq1AkTJkyAwWDAwoUL8dRTT6nS9itXruD222/H7bffjitXrqjShroYm57gcuzVzcdRbLKo0Bp5cm1c+U2RptpIRKQHes5bT+SyYsHmfF1kxX0ZzDkiokDwaug3JSUFFy5c8HVbvPLjjz/i1VdfRbt27bBixQo0bVo1Qvz444/j7rvvxt///neMHj0a0dHRWLJkCU6cOIG5c+di3LhxAIDp06fjySefxJYtW7B161YMGjRIzY+jG+62xtDKUjc9tJGISC+CNW/dZYVNBN79qgBzhmrz2WfmHBFRYHk18zx58mRs2bIFX375pa/bU2sffPABKioq8OKLL9qDHACaNm2K6dOnY9SoUfjll19gtVqxdu1axMfHY+zYsfbrwsPDMXPmTADAmjVrAt5+PfK0NQYAREWqW2XdUxvDBQFJcXxWn4iopoIxb2uSZ+/sLtDkDC5zjogo8LyaeT5//jyuv/56PProo0hJSUFSUpJs0TBBELBgwYI6N9KdnTt3onnz5ujRo4fLuT/84Q/4wx/+AAD47rvvYLFYcOedd7psn9WmTRskJiYiNzcXlZWVunruWA012Rqj3GoLTGMUuGujIACvjOrE0XgioloIxrytSZ7ZAE3O4Lpre7ggMOeIiPzAq87zK6+8Yv/1//73P/zvf/+Tvc7fneeLFy/i/Pnz6N27N86fP49FixZh165duHz5MlJTU/Hoo49i4MCBAIATJ04AABISXJ8LAoDExEQUFRXhzJkzaNu2rct5q9UKq9UKs9nst8+jF562f9LCaLe77TsEEeib2izwjSIi0qlA5i0QuMz1lGeANjJNjlLOCQCyH+vFKttERH7gVed5xYoVvm6HV86fPw8AKCsrw6hRo9CgQQMMHjwYly9fxhdffIGpU6fir3/9Kx544AFcvnwZANC4cWPZ12rYsCGAqmJocpYtW4YlS5b4/kPokLvtn7Qy2h0fY8C8UWmyS9q0OotARKRVgcxbIHCZq5RnUqdUK5kmR2mbKhHqr/4iIgpWXnWeMzIyfN0Or0gj0ocPH8bNN9+MN9980758/MSJExg9ejQWLFiA/v3726+NjIyUfS3p+NWrV2XPT5kyBZMmTUJpaal9dD1U5Z0xuRwLA7B43E3o1jZWMzcZY9IT0aFlQ4xYmuNyTg/bjxARaUUg8xYIXOYmxxkhANW2eRIEYP1jt6DcakNSXJRmMk2O0jZVK74uZMYREflBjao62Ww2l9/X9D9/cnxW6rnnnqv23HVKSgoeeOABVFRUYPPmzahfvz4AoKKiQva1rFYrAMBoNMqej4yMRHR0tOJ5b0VERODVV1/Fq6++ioiICJ++tj8UmyxYsDnf5fjMoR0wrHMrzd1kNG/UAILM8QWb9LH9CBGRFgQybwH/ZW6NiFXZ0SulqeYyzVl8jAFTb3fdNnTTkZ9x+HSpCi0iIgpuNZp5vvHGGzFt2jRMnTrV/vuaEAQBx44d8751HkhLv6KiomT3nO7UqRMAoKioyP5rpWVi0jKz6OhofzRVUWRkJGbMmBHQ96wLpQIlX/1Ygil9tbHvt6OCErPLiDzApdtERLURDHkrRy4jRAAzP/4eKx7uqUaTai0mSn7g/UBhKZ97JiLysRp1nuPj4+3BKf1eCxISElCvXj1cu3YNoihCEKrPMUqj3gaDwR72RUVFsq9VVFSEqKgotGrVyr+N1rnkOCMEARCd7jZ2/1iCw6e1F9RKBVXCAE0WgCEi0qJgzVu9ZZqcjKQmssd7JGm/7UREelOjzvOOHTvc/l4tkZGR6Nq1Kw4cOIDc3Fz07Fl9lPj7778HAHTo0AE33ngjjEYj9u/fD5vNVm37jDNnzqCoqAi33HJLwLfNqKysxKFDhwAA3bp1U33bDk/iYwwY2qklNuT97HJOi6PcUuGwWevy7LMLAoB5mWl+mXUuNllQUGJGcpyRs9pEFDSCIW/l6C3T5HRJiEVmt9ZYd+is/Vhmt9YBaTszj4hCTY2eeXb2ySefID/f9blXRwcPHgxIpcxx48YBAObPn29fCgYA+fn5+PDDD9G4cWMMHDgQ9evXx/Dhw3HmzJlq1cIrKyvt22mNHz/e7+11duXKFWRkZCAjIwNXrlwJ+Pt7Y3Lf62SP62WUe9aQDhiTnujz183KLULv+Tswbvk36D1/B7Jy5WddiIj0SO95qySpqfxz1XrJNADISG7i9vf+wMwjolDkVbXtWbNm4fHHH0eHDh0Ur9m+fTtWrVqFadOmed24mhg2bBj27t2L7OxsDBs2DIMGDYLZbMamTZtw7do1LFy40P5c1ZNPPom9e/di3rx52LdvH9q1a4ecnBwcPXoUQ4YMwYABA/za1mDRvFGDWh1XU7HJgtnZedWeaXt183Hc3dW3xc0Ony7FrOw8+9I/mwjMzs5D39RmHI0noqAQjHlbbLLgzS9PuBwfmtZSF7POwO8552hO9hG/5g8zj4hCVY06z5988glycqpv97N161acOnVK9vpr165h9+7d1Z6T9qdXXnkFPXr0wIcffoiPP/4YERERSE9Px5/+9Cd069bNfl2TJk2wZs0aLFq0CLt27UJOTg7atGmDGTNmYMKECS7PcJG8ghKz7HEtFuCSK3BWKYo+bWtWblG1ZeESmwi8+1UB5gy9wSfvQ0SktmDLW6UimA/cnBTwtngrEDnniJlHRKGsRp3n7t274/nnn7dvLyEIAo4fP47jx4+7/bpHH3207i2sAUEQkJmZiczMTI/XNm/eHC+//HIAWhW85IpwhQuCJgtw+butcjPbjt7ZXYBJvZM1N6hAROSNYMtbPeWZkkB+BmYeEYW6GnWeExIS8NFHH+HSpUsQRRETJ07EyJEjMXLkSJdrBUFAvXr1EB8fj5YtW/q8waQ+qQjXnOwjqBRFhAsCXhnVSZNh6e+2Ks1aSLglFhGRdukpz5QE8jMw84go1NX4mWfH55tHjhyJgQMHIiMjwy+NIu0bk56IvqnNUFhSjqS4KE0HpT/bmhxnhAAojsILArfEIiLSMj3lmZJAfQZPmQcA35/5Fb1Smvrl/YmI1OZVwbB58+b5uh2kQ/ExhoDdZBSbLDh4qhSiKKJHUpNav28g21qNuzsMIiLSBLUyQtrqyRgZDrO1sk5bPqmWc078UZSTiEgrvOo8k+9ERERg7ty59l+TK+fiJAKA+ZlpftluqrYKSsxu+8ciuISNiIhcZeUWYXZ2XrVl0GECMG+UNvJNjqfMA/xbrIyISG3sPKssMjISL7zwgtrN0Cy54iQigNnrtLElhlyhFkdhXLZNREROpGxzzg6b6P9tpurCU+YB+iu4RkRUG2FqN4DIHaXiJFJRErVJhVqUNl35Y5/rNHkDRERE6nFXeEuaudUiT5kXJkB3BdeIiGqDM88qs9ls+OGHHwAAHTt2RFgYxzMcJccZIQiAKHOTERWpje9V39RmssvYBACT+iQFuDVERKR1nmZwtZJvctxl3vrHbkGXhNhAN4mIKGC0+69ziLBYLOjUqRM6deoEi8WidnM0Jz7GgD/2SZY9V261Bbg18gpKzLLHH7mVs85ERORKmsENU5jC1Uq+yXGXeew4E1GwY+eZNO8hhc6zVp6pkmYQHIWBs85ERKRsTHoi/nRbistxAdrJNznMPCIKZew8kyYVmyzIOVGCYpMFx34yyV6jdDzQpBmEcKHqbiJMAGYO7cBZZyIiciHl2+HTpXhj1wmX8yKA85euBL5hNcTMI6JQxmeeSXMct+8IE4CMJPllYLuOX8CAji0D3Dp5Y9IT8Wt5BeZvyodNBBZsykdjQ4RmtxshIqLAc8w3AVDc9ulAYamml0Az84goVHHmmTTFefsOmwjsKyiVvbZf+2YBbJl7xSYLFmzOt98ISduNFJv4HDsREbnmm7v9knsoDBprBTOPiEIVO8+kKUrbd1zfPLra77slNvY46+y49Nvx1/4g124tbzdCRESB5W57KkeZ3VrXaNbZOdf8nXOOmHlEFKq4bJs0RW77jnBBwIqHM3DsJxN2Hb+Afu2beew4Oy+NA6pG+cMEYN6oNJ8vLVNqt5aLvhARUeAo5UT2Y72Qd9aE85euYkDH5jXqODs/3jTyptZY/+1Z++/9kXM1+SzMPCIKduw8qywiIgLPPPOM/ddaV2yy4OCpUoiiiB5JTXxeIEQqRDIn+wgqRRHhgoBXRnVCfIwB8TGGGj3j7G5pnLS0rG9qM5+23V27iYhIe/ydZ86UcqJLQmytnm+We7xp3aGz9vP+yjlHzDwiClXsPKssMjIS//d//6d2M2okK7cIs9bl2TujAoD5mb4f3R6Tnoi+qc1QWFKOpLioWoexp6Vx0tIyX4d8XdtNRESBEag8c+aLnKjJ8m9/5ZwjZh4RhSJ2nqlGpJFux7wWAcxel+eX0W1pptkbxshwt+f9ubSsLu0mIiL/C3SeOatrTnjKOCBwS6iZeUQUalgwTGU2mw2FhYUoLCyEzWZTuzmKlEa6bYCmCoQUmyzYnn9e8TyXlhERhTa95JkcdxkX9luBD+YcEZH/cOZZZRaLBcnJyQCAsrIyGI1GlVskT644CFA1+qKVAiHOy/AchQFYPO4mdGsbyxsKIqIQpoc8k+Mu46TCY+VWG5dQExH5EWeeqcYe7pNsr1wNVD0jNi8zTRMhLbcMTxImVLVzWOdWmmgrERGpo9hkQUGJGTOHdIDgEGhayjM5njJOKjzWK6WpZj8DEVEw4MwzeeS87dO4jATckhKH7knamcV1V0Dl9bE3YXiXVoFtEBERaYrz9k6zBndAm1gDRBGayjM5zDgiIm3gzDO5JbftU1buGc3daFis12SPC6i6KSIiotAlt73Tq5uPo1vbWAzvov1VScw4IiJtYOeZ3JIb7Za2wNCSkyVm2ePD0uI1f1NERET+pZcsU8KMIyLSBnaeyS2lLTGiIrX1R+e6OPlCayO7cSkbEVGo00uWKWHGERFpgz5Sg1RjtlbKHi+3amtbLUOk/OP7UZERAW4JERFpjV6yTAkzjohIG1gwTGX16tXDY489Zv+11sht6REuCJrbziPvjMnlmCBoe9sRIiIKDL1kmRJmHBGRNnDmWWX169fH0qVLsXTpUtSvX1/t5riIjzFg3qg0hP22pYe0JYaWnrEqNlkwf1O+y3FRBI795HrDQUREoUXKsvDf9qcKE4Bnh7TXVJYpcZdx2344h2KTRYVWERGFJnaeqUZEsfr/taSgxCy79yUAPPz+QTz90XeBbA4REWnQmPREPDu4PQRUzUAv2JSPrNwitZvlkbuMe+6To7hl3g5dfA4iomDAzrPKRFHEhQsXcOHCBYga7JlK23tILRMBzMk+oqmR7uQ4IwQ359cdOovDp0sD1h4iItKeYpMFCzbn2/PMJmovz+R4yjgRwOzsPM1/DiKiYMDOs8rKy8vRvHlzNG/eHOXl2tsyQ+vbexSbLCgoMWPW0A5uby4OFLLzTEQUyrSeZ86KTRbknCgBAMzPTHObcTYRmv0cRETBRHsVqkhTtFxkJSu3CLOz82ATq55fmzWkA67ZbPi/Lf91ufai2apCC4mISCu0nGfOnPNt3qg05Mzuj+0/nMNfPznqcr0AFg8jIgoEzjyTW85FVsIFQbWCYdIofLHJYl9OLt0E2UTg1c3HMapbGwxNa+nytW99edKvS9qKTRZ8/v1P+OzwWS6dIyLSIC3lmSPHbJN+75xvc7KPAADuvzkJs4d2UKupdodPl2L5nhN8JIqIQg5nnsmjMemJ6JvaDIUl5UiKi1LlRsN5FP6PfZIVl9/df3NbbMz7WfacP9qelVuEWet+fy5cQNUSuzHpiT5/LyIi8p4W8syR3AxzQpMoxXyLjzEgrXWMy+uIgN8yztnTH32HdYfO2n+f2a01Xhvd1e/vS0SkBUE387xv3z506NABzzzzjMu5ixcv4m9/+xv69++Pzp07Y/DgwVi+fDmuXbumQkv1JT7GgF4pTVWbcXYehX9nT4F9+yyJtPxOWpond85fbXO8zxEBzF7H4i1EFPz0mLlq5pkjpRlmY2S42wwLZMY5O3y6tFrHGWBRTiIKLUHVeS4rK8OcOXNkq1abTCbcf//9WLVqFTp16oQJEybAYDBg4cKFeOqpp1RoLdWUXJEXG4D7MhJll98FcmmeXNuk9jkWb3FelkdEpHfM3LpRKmCWW1iKmUM6KGaYmsvP9xdelD3uXJSTmUdEwSqolm2//PLLOHv2rOy5JUuW4MSJE5g7dy7GjRsHAJg+fTqefPJJbNmyBVu3bsWgQYMC2VyqIbkiLwCw+psizBrSAZ3bNHZZfheopXlKbQvD78Vb5JblcUk3EekdM7dulPLjpQ0/IEwAZg6WzzdAveXnGUlNZI/3SIq1/5qZR0TBLGhmnnfs2IHs7Gz079/f5ZzVasXatWsRHx+PsWPH2o+Hh4dj5syZAIA1a9YErK2O6tWrh4kTJ2LixImoVy+oxjJ8Rhpld16mJqKqSJjSjUMgluZJbRMc2iYAmJeZhvgYAw6fLsWsda7L8jgaT0R6ptfM1RLnGWRHUhFMdx1jNZafd0mIRWa31tWOZXZrjS4JVZ1nZh4RBbug6K1dvHgRzz33HHr06IEJEyZgx44d1c4fO3YMFosFd955J8LCqo8XtGnTBomJicjNzUVlZSXCw8MD2XTUr18f7733XkDfU4/GpCciKjIcj3/4XbXj/iwEVlPSDMChU6UQRaB7UiziYwzIyi3CzHV5Ltdroc1ERN7Sc+ZqjZQfG74vxksbfqh2TqtZ8drorpjQqy0OFJaiR1KsvePMzCOiUBAUM88vvPACysvLMW/ePJegBoATJ04AABISEmS/PjExEVarFWfOnFF8D6vVirKyMpjNZt80mmqtR1IT1YqkeBIfY8Cwzq0wvEsrxMcY7IVg5IQJ3I+TiPSLmetbVfkRr9l8k9MlIRYP33qdvePMzCOiUKH7zvN//vMfbNmyBc888wwSE+Wfqbl8+TIAoHHjxrLnGzZsCAC4dOmS4vssW7YM3bt3x8CBA+vWYCeiKMJsNsNsNssWXdEbfxYJ8XWRFH+2VamQGAD8sc91HIEnIl3Se+bWVqAKX/mrCFig2s/MI6JQoetl2+fOncNLL72Enj172guSyJFGriMjI2XPS8evXr2q+BpTpkzBpEmTUFpa6tMwLy8vR3R0NICqyqVGo9Fnrx1ogSgS4qsiKf5uq1IhGACY1CfJZ+9DRBQowZC5tRHowle+LgIWyPa7y7ym0fJ/DoiI9EjXM89z5szBtWvX8Morr0CQKbghqV+/PgCgoqJC9rzVagUAtx3XyMhIREdH67pz609K+1X6awa6LkVS5No6OzsPnx0+67P2xscYMHNIB5fjyn9KiYi0LZQyN5CZ5shXRcACkXOO7MUzZc69uvk4C4YRUdDQbef5ww8/xN69ezFz5ky0adPG7bUxMTEAlJeISUvMpBlgqj2l/Sod9zrWCtl9o0Xg8Q+/Q+/5O5CVW+ST90lrHeNyTAQ0+T0hInIn1DJXT5kmJ1A552hMeiJev6+ry3E9fd+IiDzRbed548aNAIDnn38e7du3t/83YcIEAMBnn32G9u3bY9asWUhJSQEAFBXJh0VRURGioqLQqlWrwDQ+CElLthxptdiJXFslvpxdkHufMAEot1YE5Bk0IiJfCbXM1VOmyQlUzjmTK+zJ3COiYKLbZ55HjhyJjIwMl+Nnz57F+vXrkZqaikGDBqFjx4648cYbYTQasX//fthstmrVQc+cOYOioiLccsstIb9lRl1IS7bmZB9BpSj6rNiJP8THGPBwn2Qs31Mge95X22pI35NZ2XkQHZbOPfz+QQCBeYaOiMgXQi1z9ZRpcgKVc3Lvy9wjomCm287zqFGjZI9/8803WL9+Pdq3b4/HH3/cfnz48OHIysrCihUr8OCDDwIAKisrsWDBAgDA+PHj/d7mYOfrYif+9FCfZLyzpwByxUF9ObvQN7UZlIqoS6P/fVObafp7RUQUipmrp0yTE6icc8bcI6JgptvOc209+eST2Lt3L+bNm4d9+/ahXbt2yMnJwdGjRzFkyBAMGDBA7SYGhfgYQ8ADsdhkwcFTpRBFET2SmtTo/eNjDJif+fusgsTXswsFJe73KPXX6D8RkZqCJXPVyDRn3mQcELicc8bcI6JgFjKd5yZNmmDNmjVYtGgRdu3ahZycHLRp0wYzZszAhAkT3FYO9afw8HD84Q9/sP+aaicrtwiz1uXZR9YFAPMza7YkzHFWISoyDOVWm89nF5LjjBAA2ZF/QF/P0BER1ZRWM1dv6pJxQGByzhlzj4iCmSCKSotrSM7FixfRq1evase+/vprNGnSRKUWha5ikwW95+9wqSgaBuCr2f01M6rtfPMjEQRg1pAOmNI3RZV2EZE2MWd+F8rfC71knBzmHhHpgTcZEzIzzxR85LbiAAAboKklYdLI/8HCUuScKMHq/acBAKIIzN+Yj8aGCBZPISKiavSScXKYe0QUrHS7VRWR0lYcYYDmloTFxxjQPSkWa3JPVzsuApi9Lo/bdxARUTV6yjg5zD0iCkbsPKvMbDZDEAQIggCz2X2RDapO2hLD8d5CADAvM02TI/KeZhGIiIgkess4Ocw9Igo27DxTUJk1pINml4LlnTEpntPDLAIREalLyxknh7lHRMGGnWfSrWKTBbOzqxckeXXzcU0uBSs2WbBgc77sOdacJSIiZ3rKODnMPSIKRuw8k27JLQeT9o/UGqWla0DV819abDMREalHTxknh7lHRMGInWfSLbliKlrdP1Kp8IskKpJ/FYmI6Hd6yjg5zD0iCkb8l4t0SyqmEi5UpXO4IOCVUZ00WUglPsaAh/skK54vt9oC2BoiItI6PWWcHOYeEQUj7vNMuibtJVlYUo6kuChN31Q81CcZy/cUyJ5b8XUheqU0DXCLiIhIy/SUcXKYe0QUbNh5Vll4eDiGDh1q/zV5R4TCg1UaIwCyLd105GccPl2KLgmxgW4SERFpnF4yTg5zj4iCCTvPKmvQoAE2bNigdjN0Kyu3CLOz82ATgTABmDcqTbPbeBSUmN3e/hwo5E0EERH9Tk8ZJ4e5R0TBhs88k25J23hI1TxtIjAn+4hq23gUmyzIOVGi+P7GyHC323P0SOINBBERVdFaxjnzlHnFJgtOXChzm3t6KX5GRCThzDPplrttPAL9XJin2YGs3CLMWpenOALf9/o4jr4TEZGdljLOWV0zTxIVGeHfhhIR+RhnnlVmNpthNBphNBphNpvVbo6uaGUbD0+zA9J5pZsIAcCCP3QOSFuJiEgftJJxzuqaeRItfBYiotpi51kDysvLUV5ernYzdEcr23i4mx1QOi8JE4D5mWmqzyIQEZG2aCXjnNU18wDtfBYiotrism3SNS1s4yHNDjjeLDiOqOedMSl+7frHbuFybSIikqWFjHPmKfOS44yKFbb/dFsK+lzfTDOfhYiotjjzTLoXH2NAr5SmqgWxu9mBYpMFCzbny36dAKDoYrlmir8QEZH2qJ1xzuoyI/7mlydQUnbF300kIvIbzjwT+YDS7IC75WsigMc//E6X248QEVHocjcj7m57KpvI3CMifePMM5GPyM0OyBV8caa17UeIiIg8UZoRZ+4RUTBj55l0zdM+k2q9lqOH+yR7vJFwLLZCREQE+CeX/JV10msXlJgxc0gH+7JuJcw9ItIjLttWWVhYGG677Tb7r6nmPO0zqdZryb2mAGBcRgJW7z8tey237CAiIkf+ziVfL512fu2ZgzugTawBU1d/K3s9c4+I9Ii9NZUZDAbs2rULu3btgsGgjWIgeuBpn0m1XkvpNUUAWblnMHuo62g8t+wgIiJHh0+XYtY6/+aSL5dOy732q5uPo1vbWCzITGPuEVHQ4Mwz6dK7ewsU95msbRi727PS22BXes3OrRtj76zbUVhSjqjIMJRbbdyyg4iI7LJyizBzXZ7LcX/lUl1esyav7VhcjLlHRHrHzjPpTrHJguV7CmTPRUXWfjGFpz0rveHuNeNjDLxpICIiF9IMrpwwAX7Lpbry9NrMPSIKFly2rTKz2YxmzZqhWbNmMJvNajdHF9xtg1FutdX69eqyZ2VNXzNMAMakt8HBU6WsLkpERLLcbW/4xz7X+TSXfLl0Wi7zHuqThPOXrvitOBkRkRo486wBJSUlajdBV+RGuCXejqC727PSW9JrvvtVAd7eXYDV+09j9f7TEADMz+T+lkREVJ27fGsaHVnn1/dH1jm/9rtfFWD57gIs31NgXyXGfZ2JKFhw5pl0Jz7GgJlDOrgcFwCcv3SlTq8rt2dlXS3fXX2JuQhgdnYeR+KJiKgaaQZXbpOnBZvzcfh0qU/ewx9ZJ3lnT4HL6jDu60xEwYKdZ9KltNYxLsdEAPcszUFWblHgG6RAaYm5TQT3tyQiIhdj0hPx+n1dXY7bRO1lnDN3y865rzMRBQN2nkmXpKVtzkQEbnS72GTx+CyXMTJc9nhdC78QEVHw6pHURPWMc1STvAOUsxlg7hFRcGDnmXRJWtomF9KBGN3Oyi1C7/k7MG75N+g9f4fiTIDZWil7vE+7OFYeJSIiWWpnnKOa5h1Q1e6H+yTLnmPuEVEwYOeZdGtMeiLWP3aLy7Nhvtp6Q4m0lYi0NM3ds1xKo/B7f2T1USIiUqZWxjmqTd5JHuqTLPvMNnOPiIIBO88qCwsLQ48ePdCjRw+EhfHHUVtdEmIxP9N1ewx/knumS2kmQGkU3gbg0Km6F34hIqLgpUbGOapN3kniYwz4463MPSIKTkHRWzObzfj73/+OwYMHIy0tDd26dcP999+Pbdu2uVx78eJF/O1vf0P//v3RuXNnDB48GMuXL8e1a9dUaDlgMBiQm5uL3NxcGAxczuSNMemJ2DvrdkzumwxRBJbvKfC4tKwu5GaT3c0EKI3CT139raYLvxAROdNz3upVoDPOUW3zTsLcI6JgpfvOc1lZGe677z4sW7YMUVFRGDduHAYPHoz8/HxMnToVy5Yts19rMplw//33Y9WqVejUqRMmTJgAg8GAhQsX4qmnnlLxU5AvOG6P4c9tMaRn0aSZgHBBwCujOik+yxUfY8Csoa5bawHA7HXcsoqI9IF5q65AZZyj2uad49cx94goGNVTuwF19c477+D48eMYO3YsXnjhBQi//QP/xBNPIDMzE4sWLcLgwYPRtm1bLFmyBCdOnMDcuXMxbtw4AMD06dPx5JNPYsuWLdi6dSsGDRqk5schL727t0BxaZk/CpSMSU9E39RmKCwpR1JclMf3kNtaC6haxuavNhIR+RLzVj2BzjhHtc07CXOPiIKR7meeN23aBEEQ8PTTT9uDHABatGiB++67D5WVlfjyyy9htVqxdu1axMfHY+zYsfbrwsPDMXPmTADAmjVrAt7+8vJyJCUlISkpCeXl3P/QG8UmC5bvKXA57u9tMeJjDOiV0rRGNwDJcUYICtt3REXq/q8hEYUAveetXqmVcY5qk3cS5h4RBSPdzzxPmDABly9fRqNGjVzORUZGAqh6RuvYsWOwWCy48847XQpztWnTBomJicjNzUVlZSXCw+X35vUHURRx6tQp+6+p9gpKzJD7zv2xz3WaGdmOjzHgj32SZW+Ayq02FVpERFQ7es9bvdJDxslh7hFRMNL90N/48ePx6KOPuhwXRRFffPEFAKB9+/Y4ceIEACAhIUH2dRITE2G1WnHmzBn/NZb8Iu+MyeVYGIBJAaxIWhMPyVTdFhC4mQMiorpg3qpDLxknh7lHRMFG951nJatXr8bhw4eRkJCAW2+9FZcvXwYANG7cWPb6hg0bAgAuXboke95qtaKsrAxms9kv7SXvFJssWLA53+X42Az5mzY1nb90xeWYCODYT643RkREeuHrvAWYuRI9ZZwcpdz74tjPLBpGRLoUlJ3njRs34uWXX0a9evUwf/58RERE2ANYWlrmTDp+9epV2fPLli1D9+7dMXDgQP80mrwitwclAKzefzpgW3nU1P7Ci7LHH37/oKbaSURUU/7IW4CZK9FTxslRyr3nPz2mi/YTETkLus7z6tWr8fTTTwMAFixYgB49egAA6tevDwCoqKiQ/Tqr1QoAMBqNsuenTJmCgwcPyu5lSeqR24NSEqitPGoqI6mJ4jkttZOIqCb8lbcAM1eip4yT4y739NB+IiJnQdN5ttlsmD9/Pl588UVERERg0aJFGD58uP18TEzVlglKy8SkZWbR0dGy5yMjIxEdHe027CnwnPegdCZt5aEFXRJikdmttew5LbWTiLxXbLIg50RJUHcI/J23ADNXoqeMk+Mu9wDtt5+ItEutvNV9tW2gahT76aefxtatW9G4cWMsXbrUPgIuSUlJAQAUFckvESoqKkJUVBRatWrl9/Y6EgQBN9xwg/3XVHtj0hPxa3kF5m1yfS4sXBA0VZjktdFdMTStJR5+/2C141prJxHVXlZuEWZn58EmVm0jNG9UGsakJ6rdLJ/Sc97qlZ4yTs5ro7tiQq+22JF/Hou2/6/aOT20n4i0R8281f3Ms81mwxNPPIGtW7eiTZs2+PDDD12CHABuvPFGGI1G7N+/HzZb9S0Szpw5g6KiInTt2jXg22ZERUXh6NGjOHr0KKKiGCDeUCqoEiYAr4zqpLmtPAZ0bIkFmb/PJIQJwEN9knD+0pWgn7EiClbFJos9yIHgXJKq97zVK71lnJwuCbGYfkd7l+x7dkh7AGD2EVGNqZ23uu88L1u2DDt27ECrVq2wevVqXHfddbLX1a9fH8OHD8eZM2ewYsUK+/HKykosWLAAQNU2HKQ/SgVVxmYkaHbWZ0x6IvbOuh2T+yZDFIHlewowYmkOxi3/hkVUiHRI7t+hYFuSyrxVhx4zTsmY9EQ8O7g9BFTd8M7fmI9b5u1g9hFRjamdt7petm0ymfD2228DADp27IiPPvpI9roePXqgV69eePLJJ7F3717MmzcP+/btQ7t27ZCTk4OjR49iyJAhGDBgQCCbTz4iFVRx/ou05pvTeLz/9ZoelX9nTwGc74mkEbS+qc003XYi+p3cv0PBtCSVeasePWecM2kWXfoojh+J2UdENaF23uq685yXl4fy8qpRhu3bt2P79u2y1z366KPo1asXmjRpgjVr1mDRokXYtWsXcnJy0KZNG8yYMQMTJkxQ5Znj8vJypKenAwByc3O5dNsL8TEGPNwnGcv3FFQ7bgNQWFKu2RBWmk0Afh9Bi48xoNhkQUGJGclxRp98Fl+/HhH9XthpTvYRVIoiwgVBN0tqayIY8lav9JpxctzlHuDf7JMwA4n0Te281XXnuU+fPjh+/HitvqZ58+Z4+eWX/dSi2hNFEceOHbP/mrzzUJ9kl1lcrc/6KM0mAL+33dcFEUKhoBGRWsakJ6JvajMUlpQjKS4qqG7MgyFv9UyPGSfHXe4B/ss+CTOQKDiombe6f+aZCKgahZqfmWbfD1MvhVQe7pPssoenNIIGwKcFEdQusEAUCuJjDOiV0lTz//aQvsTHGDBraAd7Xuh1ZUN8jAEzh/z+OYTf/gP8l30SZiBRcFErb9l5pqAiTd5rfRI/K7cIvefvwPI9BdVG4AUAzw5ujzHpiT4viKB2gQUiIvJOVm4RFmzKh02snhN64/g5gKpnnkX4N/skzEAi8gV2nikoSCPKjkVIZmfn4fDpUjWbJct59NuRCODVzcdRbLLYl7c5qssyPV+/HhER+Z9zZogAFmzOx2eHz+pq1lSt7JMwA4nIF9h5pqAgN6JsE4F7luZobuuL2hRMmTfq9z0x67pMz9evR0RE/qeUb49/+J2utndSK/skzEAi8gVdFwwjkigVIRGhva0valowBfB9QYRgLmhERBSM3GWGnrZ3MkaGuz3vz+yTMAOJqK4486wyQRDQtm1btG3bllt31IE0ouy8JAuo+TNNxSYLck6U2JfBOf/el219uE+y7Dm5Qme+LojAgkZERPrhPGPqrLbP7QYq65yZrZWK5+Rmgf2VVcxAIqoLzjyrLCoqCoWFhWo3IyiMSU9Eh5YNcc/SnFpv5+G8fcXIm1pj/bdn/badhdy2I2EA1j92C7okxPrsfYiISP+kGdNDp0oxbfW3Xm9ZFeiscyQ3gx4GYPG4m9CtbSw7s0SkC5x5Jr+TRrUPny71++h2l4RYzM+s3TNNcttXrDt01q/bWUhbazm2c15mGjvOREQ6UGyy4LPDZ/H59z8FrGhXfIwBwzq3qnXGSdTIOuf2Oz9zPC8zDcM6t2LHmYh0gzPP5FeOo9wSf49u1/aZJk9FTIDqhUzUaicREakvK7cIs9b9vruDAGB+pv8yzZm32aFW1jli7hGR3rHzrDKLxYK+ffsCAHbv3g2DIXiCRGlbikAUOImPMdT4tT0V8AL8t51FbdpJRETqKjZZqnWcgd+3Rgxk0S5vskPNrHPE3CMiPeOybZXZbDYcOHAABw4cgM1mU7s5PuVulLu2BU78yV2xMUC+iBcREYWeghIz5GLNJkIzmaaEWUdEVHeceSa/SY4zQgBkbzQCMbpdG1KxsRFLc1zOsYgXEREBVbkmJ0yApjJNCbOOiKhuOPNMAafV0e2SsqsuxwQAzRs1CHxjiIhIk+QmbmcO6aC5TFPCrCMi8h5nnslv3t1bIDvr/PrYmzC8S6uAt8edpz/6DusOnXU5LgJ+LZ5CRET6oZRrnVs3DnRTvMKsIyKqG848k18UmyxYvqfA5XiYAHRP0taysMOnS2VvJgDtLS8nIiJ1uMs1PeQEs46IqO7YeSa/UCqqcl9GouZGtvcXXpQ9Lmh0eTkREQWennJNDrOOiKju2HnWgLi4OMTFxandDJ+SioU5W/1NEbJyiwLeHncykprIHn9nQveA7dtJRETalnfGJHtci7kmh1lHRFR37DyrzGg04sKFC7hw4QKMRvkqnsFERNUez8Umi9pNseuSEIvMbq2rHRua1hIDOrZUqUVERKQlxSYLFmzOlz2nxVyTw6wjIqo7dp7JL5SWtwHa2uNZkpFcfUR+U97PuphJICIi/ysoMcOmFGrQZq7JYdYREdUNO8/kF8lxRoTJrduG9gqTHD5dipnr8qodEwHMzs7T/EwCERH5n7tMA7SXa3KYdUREdcfOs8osFgv69euHfv36wWIJnvCKjzFg5E2tXY6HC4KmCpNk5RbhnqU5sudsInQxk0BERP6llGmA9nJNTlZuEUYw64iI6oz7PKvMZrPhyy+/tP86WBSbLFj/bfUtMcIAZD/WC10StLFVVbHJgtnZeYrLy/Wy/QgREfmXUqYtHncTurWN1XTHWco6Jcw6IqKa48wz+YXc82E2ALmFpZpZHubpGbY/9rlO0zdEREQUGEqZJp3TSq7JcZd1AoB5o9KYdURENcSZZ/ILpS09XtrwA17Z+APmjUpTfWsM6Rk2uZuKMACT+iQFuklERKRBcpkmCMC01d9CRNXsrRZyTY67rPtk6i2aWQ1GRKQHnHkmn3O3pQdQFeBa2NYjPsaAeaPSEC5UrwITLgiYl8mReCIiUs40UYT9sR+t5JocKesco04AsCAzjR1nIqJa4swz+Zyn5dDA79t6qN1BHZOeiL6pzVBYUo6oyDCUW21IiotSvV1ERKQNNck0QDu5JkfKukOnSiGKQPckbT+nTUSkVew8k88lxxkhCFWj8kq0tK1HfIyBNxFERCTL3bJnR1rKNTnxMQYM68ysIyKqCy7b1oCoqChERWk3cGsrPsaA/h2aK54PE6DJbT2KTRbknCjR5LI7IiJSh33Zs5trtJprcph1RETe48yzyoxGI8xms9rN8Kms3CJs/+G87DkBwPrHtFegJCu3CLOz82ATtV34hYiI1KE08azVXJPDrCMiqhvOPJNPedpPcr4GC5RIbZaW5Gm58AsREQWWu1wToM1ck8OsIyKqO3aeyadqWlhFS+TaLBV+ISKi0OYu12YN6aCbmVtmHRFR3bHzrLIrV65g2LBhGDZsGK5cuaJ2c+pMKqyiZHZ2nuZGueXarPXCL0REFBjucm3B5nzNZZoSZh0RUd2x86yyyspKbNy4ERs3bkRlZaXazakzqbCK0o2GTYSmRrmLTRYUlJgxc0gHe5v1VPiFiIj8Kz7GgIf7JMue01qmyZEKhAGols/MOiKi2gvZgmHr1q3DypUrUVhYiAYNGqB3796YPn06WrdurXbTdG9MeiI6tGyIEUtzXM6FCdDMKLdj4RQBvxeDcbfFFhER1U4w5O1DfZKxfE+By3EB2sk0Oc4Fwkbe1Nqeccw6IqLaC8mZ54ULF2LOnDmwWq0YN24cevXqhY0bNyIzMxOnT59Wu3lBoXmjBrLbekzo1VYTo9zOhVMc7yFEsIgKEZEvBEvexscYMHtoB5fjIoBjP5kC36AakCsQtu7Q2d8HisGsIyKqrZCbef7hhx+wfPlydO/eHe+99x4iIyMBAEOHDsXUqVPx8ssv46233lK5lfpXUGKW3dbjvZxTuHzlGl4b3TXQTarGU2EzqYiKFjr6RER6FGx5m9Y6Rvb4w+8fRGa31qrnmrOaFPBk1hER1U7IzTyvWrUKADBt2jR7kAPAwIEDkZGRgV27duHcuXNqNS9ouCuwsu7QWRw+XRrYBjnxVNiMRVSIiOom2PJW67nmzFPOAcw6IqLaCrnO84EDB1CvXj306NHD5VyvXr0giiL27dunQsuCi1Q4TCm3DxSqe5MhtS9ccG2hwCIqRER1Fmx5q/Vcc+Yu54CqjjOzjoiodkKq81xZWYnCwkK0bNmy2ii4JDGxaq/GkydPupyzWq0oKyuD2Wz2ezuDRd/UZrJLtwGgR1JsQNsiZ0x6IrIf6+VyIySIVW0nIiLv1CVvAe1mrtZzzZlSzoUByH6sl272qCYi0oqQeua5rKwMoigiJkb+uaWGDRsCAC5fvuxybtmyZViyZInP22Q0GiEGacnLghL5m56+18ehS4I2bjLM1kqXGyEbwGfAiIjqoC55C/gvc+tKD7nmTCnnyq02NZpDRKRrITXzXF5etRej3Ci44/GrV6+6nJsyZQoOHjyIbdu2+a+BQUbueSsBwII/dFalPXLk2shnwIiI6qYueQtoN3P1kGvOmHNERL4TUp3n+vXrAwAqKipkz1utVgBAVJRroERGRiI6OhpGo9F/DQwyzs9bhQsC5memaWpGV66NfAaMiKhu6pK3gHYzVw+55ow5R0TkOyG1bDs6OhphYWGKy8Sk49JyMqq7MemJ6JvaDIUl5UiKi9JkWOuhjUREehLMeavHzNBjm4mItCikOs+RkZFITEzE2bNnUVFRgYiIiGrni4qKAADt2rVTo3lBKz7GoPmg1kMbiYj0ItjzVo+Zocc2ExFpTUgt2waA9PR0VFRU4NChQy7nvv76awiCgG7duqnQMiIiouDBvCUiomATcp3nzMxMAMA//vEPXLlyxX5827Zt2L9/P/r374+WLVuq1TwiIqKgwLwlIqJgE1LLtgHgpptuwvjx47Fq1SqMGDECAwYMwLlz57Bp0ybExcVh9uzZajeRiIhI95i3REQUbEKu8wwAzz33HK677jpkZWXhgw8+QOPGjTF06FA88cQTSEhIULt5REREQYF5S0REwSQkO8+CIOD+++/H/fffr3ZTiIiIghbzloiIgknIPfNMREREREREVFvsPBMRERERERF5wM4zERERERERkQfsPBMRERERERF5wM4zERERERERkQfsPBMRERERERF5EJJbVdWFzWZzOVZaWqpCS4iIKBjJZYpc9oQCZi4REfmLN3nLznMtmUwml2NDhw5VoSVERBQqTCYT4uLi1G5GwDFziYgokDzlLZdtExEREREREXnAzjMRERERERGRB+w8ExEREREREXkgiKIoqt0IPbl27RpOnTpV7VhMTAzCwrwfhzCbzRg4cCC2bdsGo9FY1yaSxvDnG9z48w1uavx8bTaby7O+bdu2Rb16oVemxB+ZS/7FfxNJCf9skBK1/mx4k7ehl8R1VK9ePaSkpPj0NSMjIwEAsbGxiI6O9ulrk/r48w1u/PkGN7V+vqFYHEyOPzKX/Iv/JpIS/tkgJWr+2aht3nLoloiIiIiIiMgDdp41IDIyEtOmTbOPulBw4c83uPHnG9z48yWqHf6dISX8s0FK9PRng888ExEREREREXnAmWciIiIiIiIiD9h5JiIiIiIiIvKAnWciIiIiIiIiD7hVlcrWrVuHlStXorCwEA0aNEDv3r0xffp0tG7dWu2mkQfTp0/HwYMHsXv3bpdzFy9exNKlS7Fz506UlJSgVatWyMzMxKRJk2T3jjtw4ACWLl2KY8eOoaKiAmlpaZg6dSoyMjIC8VEIVXsMLlu2DFu3bsXZs2cRERGBG264AQ8++CAGDhxY7Vr+fPXn0qVLeOutt7B9+3YUFxejadOmGDBgAB577DE0adKk2rX8+RK5YuaRhHlJSkIha1kwTEULFy7E8uXL0a5dO/Tr1w/FxcXYvHkzGjVqhLVr1yIhIUHtJpKCt956C//4xz/QokULlxsJk8mE++67DydPnsSgQYOQmJiIr776CseOHcOdd96J119/vdr1O3fuxLRp09CoUSMMGzYMlZWV+Pzzz1FWVobFixe7BBH5XllZGcaNG4fjx4/jxhtvRHp6Oi5fvoytW7fi8uXLeOqppzBlyhQA/PnqUVlZGe677z7897//xc0334wbb7wRJ0+exM6dO9GiRQusXbsWLVq0AMCfL5EcZh5JmJekJGSyViRVHDt2TExNTRXvu+8+8erVq/bjX3zxhZiamipOmTJFxdaRkitXrojPPfecmJqaKqampoq33nqryzUvvfSSmJqaKq5atcp+7Nq1a+K0adPE1NRUccuWLdVer3fv3mJGRob4008/2Y+fOnVKzMjIEHv37i2Wl5f790OR+I9//ENMTU0Vn3/+edFms9mP//zzz2Lv3r3Fjh07ioWFhaIo8uerRwsWLBBTU1PFxYsXVzv+wQcfiKmpqeLs2bPtx/jzJfodM4+cMS9JSahkLZ95VsmqVasAwGVPs4EDByIjIwO7du3CuXPn1GoeydixYweGDBmCrKws3HbbbbLXWK1WrF27FvHx8Rg7dqz9eHh4OGbOnAkAWLNmjf34li1bcOHCBYwdOxbx8fH244mJiXjggQdw4cIFbNu2zU+fiCSbNm2CIAh4+umnIQiC/XiLFi1w3333obKyEl9++SV/vjp15swZxMXF4eGHH652fMSIEQCAQ4cOAeDfXyJHzDySw7wkJaGStew8q+TAgQOoV68eevTo4XKuV69eEEUR+/btU6FlpOTjjz+G2WzG3LlzsWzZMtlrjh07BovFgp49eyIsrPpfrzZt2iAxMRG5ubmorKwEUPXnAKj6mTu7+eabAYB/DgJgwoQJePLJJ9GoUSOXc9Lgltls5s9Xp15//XV89dVXMBgM1Y6fOHECANCsWTMA/PtL5IiZR3KYl6QkVLKWnWcVVFZWorCwEC1btqw26yxJTEwEAJw8eTLQTSM3Jk6ciO3bt2PcuHHVRlsdSf9AKD2vnpiYCKvVijNnzgD4/Wcs/cydr3W8hvxn/PjxePTRR12Oi6KIL774AgDQvn17/nyDhMlkwpYtWzB9+nTUq1cPjz32GAD+/SVyxMwjOcxLqqlgzVp2nlVQVlYGURQRExMje75hw4YAgMuXLweyWeRBz549ER0d7fYa6WfWuHFj2fPSz/bSpUvV/i/3Z0Ea1eWfA/WsXr0ahw8fRkJCAm699Vb+fIPAhx9+iIyMDPz5z3/GuXPn8Oqrr9pHs/nzJfodM49qg3lJjoI5a9l5VkF5eTkAyM46Ox6/evVqwNpEvmE2mwHU/Gfr7s8C/xyoa+PGjXj55ZdRr149zJ8/HxEREfz5BoEmTZrgkUcewT333IMGDRpgxowZePfddwHw7y9RbfHvDAHMS3IVzFnLfZ5VUL9+fQBARUWF7Hmr1QoAiIqKClibyDdq+rM1Go0u10dERMheyz8Hgbd69Wr87W9/gyAIWLBggb02AX+++nfnnXfizjvvBAA88cQTGD16NObPn4+MjAz+fIlqiX9niHlJcoI5aznzrILo6GiEhYUpLjGQjkvLFkg/pCUl0hITZ9LPVloKJ10v92dBeg3+OQgcm82G+fPn48UXX0RERAQWLVqE4cOH28/z5xtcWrVqhcmTJwMAtm3bxp8vUS3x70zoYl5STQVb1rLzrILIyEgkJibip59+kh11KSoqAgC0a9cu0E2jOkpJSQHw+8/QWVFREaKiotCqVSuP10vHpGvIv6xWK5544gm8++67aNy4Mf7973/jjjvuqHYNf776Y7Va8dVXX2H37t2y56WCJb/88gt/vkS1xL8zoYl5Sc5CKWvZeVZJeno6Kioq7HueOfr6668hCAK6deumQsuoLm688UYYjUbs378fNput2rkzZ86gqKgIXbt2RXh4OICqPweAfIn9r7/+GgDQvXt3P7eabDYbnnjiCWzduhVt2rTBhx9+KLuNHH+++lNZWYnJkydj+vTp9uVdjo4ePQoAaNu2LX++RLXEvzOhh3lJckIpa9l5VklmZiYA4B//+AeuXLliP75t2zbs378f/fv3R8uWLdVqHnmpfv36GD58OM6cOYMVK1bYj1dWVmLBggUAqrZ5kAwYMACxsbFYuXIlTp8+bT9eVFSElStXIi4uzv7MCPnPsmXLsGPHDrRq1QqrV6/GddddJ3sdf776YzAYcMcdd6CsrAz//Oc/q507duwY/vWvfyEqKgrDhw/nz5eolvh3JvQwL0lOKGWtIIqiGLB3o2r+3//7f1i1ahWSkpIwYMAAnDt3Dps2bUJsbCzWrFmjuP8ZaUP79u3RokULlyUqFy9exB/+8AecPXsWt99+O9q1a4ecnBwcPXoUQ4YMwT/+8Y9qe2Zu3LgRTz/9NBo2bIjhw4dDFEVs2LABZWVlWLx4MQYMGBDojxZSTCYT+vXrh/LycgwYMAAdO3aUva5Hjx7o1asXf746dO7cOdx33304e/YsunXrhq5du+Knn37C9u3bAQB///vfMWjQIAD8+0ukhJlHzEtyJ1Sylp1nFYmiiFWrViErKwuFhYVo3LgxevbsiSeeeIIdZx1QupEAgPPnz2PRokXYtWsXLl++jDZt2mDUqFGYMGGCbKn9r776Cm+++SaOHj2KiIgIdOzYEVOnTkVGRkYgPkpI27t3Lx5++GGP1z366KOYPn06AP589ejixYt44403sH37dpw/fx6NGjVCRkYGHn30UZcbQP58iVwx84h5SZ6EQtay80xERERERETkAZ95JiIiIiIiIvKAnWciIiIiIiIiD9h5JiIiIiIiIvKAnWciIiIiIiIiD9h5JiIiIiIiIvKAnWciIiIiIiIiD9h5JiIiIiIiIvKAnWciIiIiIiIiD9h5JiIiIiIiIvKAnWeiOvjmm2/Qvn17j/+NGDFC7aaGvM8++ww9e/ZEaWkpAGDWrFlo3749cnJyPH5t//790b59e5w5c0bxmjNnzqB9+/bo37+/V+1bvHgxhg4diitXrnj19UREwYx5qx/MWwpm9dRuAFEwaN26NUaOHKl4Pi4uLoCtIWcXLlzASy+9hGnTpiE2Nlbt5sh65JFHsG7dOixcuBB//etf1W4OEZEmMW+1jXlLwY6dZyIfaN26NR5//HG1m0EKXnrpJURHR2Ps2LFqN0VRgwYN8Pjjj+Ovf/0rRo0ahRtuuEHtJhERaQ7zVtuYtxTsuGybiILaiRMnsGXLFtx///2IiIhQuzlu3XXXXWjcuDEWLVqkdlOIiIhqhXlLoYCdZ6IA69+/P4YPH47t27ejf//+6Ny5M+6//377+Z9//hnPP/88brvtNnTq1Al9+/bFc889h3Pnzrm8VkVFBd5++20MHjwYnTt3xp133olVq1Zh27ZtaN++PdauXWu/9oEHHkD79u1x6tQp2Ta1b98e165dq3b8u+++w5/+9Cf07NkTaWlpGDJkCJYuXYqrV69Wu056nuncuXNYuHAhbr/9dnTq1Al33HEHli5d6vK6AHDkyBE8+eST6NOnD7p27Yphw4bh7bfftj+D9Pbbb6N9+/ZYsmSJ7Pdx9OjRSEtLw6+//qr8zQbwzjvvQBCEGj0H9+uvv+Luu+9G+/btsXz5co/XeyJ9z9395/hcV2RkJIYNG4Yvv/wSJ0+erPP7ExGFMuZtFeYt85Z8h8u2iVRw7tw5PPXUU7jjjjsQExODxo0bAwB+/PFHTJgwAaWlpejXrx9SUlJQVFSEjz/+GDt27MDKlSuRnJwMABBFEX/605+wZ88eJCcnY8yYMfjll1/w8ssvo3PnznVu42effYZZs2YhMjISd9xxB5o3b44DBw7g9ddfx549e/D++++jfv361b5m6tSpOHv2LO644w5ERkZi48aNeP3112GxWPDMM8/Yr/viiy8wffp0AFU3Eq1bt8Y333yD1157DYcOHcLSpUtxzz334J///Cf+85//YNq0adXe5+TJkzh8+DAGDx5s/97JsVqt2LRpE9LS0tCkSRO3n/fy5ct46KGHcPz4ccyaNQuTJk2q5XfM1ciRI5GRkeFy/NChQ8jJyUFSUhKaNm1a7dxtt92GDz74AJs3b8Zjjz1W5zYQEYUy5i3zlnlLvsTOM5EPnD17FosXL5Y917p1a4waNarasUuXLmHKlCl46qmnqh1/9tln8euvv+Ltt99G37597ce//PJLTJ48GbNnz8aaNWsAAJ9++in27NmDW2+9FUuXLrUH6913341HH320Tp/nwoUL+Otf/4rY2FhkZWWhdevW9nOvvfYa3n77bbzxxhv2QJZcvnwZmzZtsgfshAkTMGTIEGRlZeGJJ55AREQEysrK8Ne//hURERF4//337Tce0s3Jzp07sXv3btx+++3o27cvdu7ciW+//RY33XST/X3Wr18PAC7fV2fffvstLBYL0tLS3F5nNpvxyCOP4OjRo5gzZw4mTpwoe93777+PRo0ayZ67dOmSyzG59p04cQIrVqxAo0aN8NZbb8FgMFQ7L30/cnJyGOZERE6Yt1WYt9UxbylQ2Hkm8oGzZ88qLnfKyMiQ/Ud9yJAh1X7//fff49ixYxg8eHC1IAeqRkd79+6Nr776CidOnEBKSgo+/fRTAMCMGTOqjUj369cPd9xxB7Zu3er15/n0009x5coVPPvss9WCHAAef/xxrFq1CmvXrnUJ87Fjx1YbmU5MTERKSgqOHz+O0tJSNG/eHLt378avv/6KiRMnVhuxFwQBTz31FDp06GAftc7MzMTOnTvxySef2MPcZrPhP//5D5o3b44+ffq4/RxHjhwBAFx//fWK11gsFkyZMgXfffcdnn/+eYwfP17x2hUrVrh9P08uXryIKVOmoLy8HMuXL7fPajiKiYlBixYtkJeXV6f3IiIKRszbKsxb95i35C/sPBP5QEZGBj744INafU1CQkK130v/eP/yyy+yo+rl5eUAgKNHjyIlJQU//PADDAYDUlNTXa69+eab6xTmUlu+//57XLx40eV8VFQULly4gHPnzqFFixb240lJSS7XSiPHFRUVAIBjx44BALp27epybWpqarXP069fPzRt2hSbN2/GX/7yF0RGRiInJwc///wzJk+ejPDwcLefo6SkBADcLiF78cUXce7cOdSvX9/jzcH27dvRpk0b2XNnzpzBgAEDFL/WarVi6tSpOH36NJ5//nnccsstitc2adIE586dQ1lZGaKjo922iYgolDBvqzBvmbekDnaeiVTSoEGDar+XliHl5uYiNzdX8etMJhOAqiVbMTExEATB5RpPzxt5IrXlk08+cXvdr7/+Wi3MnZ/JAmBvnyiK9q8BgIYNG3psR0REBO6++268++672LVrFwYNGmRfQuZun0/nz+H8vXZ07tw53HHHHfjiiy/wl7/8BR988IHs97SuZs+ejUOHDuG+++5zO9oOwL60zGQyMcyJiOqIecu8VcK8pdpi55lII4xGIwDgmWeewSOPPOLx+piYGJSWlqKiosJlSwi50WuJzWZzOSaNsju3Ze3atT4phiL32pcvX5Y9X15ejqioKPvvMzMz8e677+Lzzz9H3759sX37dtx000247rrrPL6XFOJK7wUATz31FKZMmYIHH3wQX3/9NVavXu0xbGtryZIl+Pzzz3HzzTfjr3/9q8fra3ITQkRE3mHe/t4W5i3zlmqHW1URacQNN9wAoGrplpxVq1ZhyZIl9q0WOnfuDJvNhu+++87lWrnXiIyMBFBVrMPRr7/+6rL9RMeOHQEAhw8fdnkdm82GV199FW+//bZ9aVhtdOjQQbGNP/zwA2666SY8//zz9mPXX389OnfujD179mDHjh2wWCweC5dI4uPjAQClpaWK10jFTf7f//t/aNCgARYuXIizZ8/W+PN48vnnn2Px4sVo27YtFi1ahHr1PI9ZlpaWokGDBnWe0SAiIlfMW+athHlLtcXOM5FGdOvWDddddx2++OILfPHFF9XOHTx4EPPmzcN7772H2NhYAFXFQgDg1VdfrTbS++233+Lzzz93eX1p5Hjnzp3Vji9ZssS+xEsyYsQIRERE4I033kBhYWG1c//617/wr3/9Czk5OS4j8DUxcOBAREdHY+3atcjPz7cft9lsePPNNwHApYBLZmYmysvLsXDhQjRo0ABDhw6t0XtJN0jHjx/3eG1iYiKmTp2K8vJyPPfcczX9OG4dOnQIs2fPRuPGjfHWW2+53eZDcuHCBfzyyy/o2LGjX5azERGFOuYt8xZg3pJ3uGybSCPCwsLwf//3f5g0aRKmTZuGPn36oH379iguLsYXX3wBURQxb948+zKsfv36Yfz48Vi1ahVGjBiBfv36wWQyYcuWLYiOjnYZ3R4zZgw+/PBDvPHGG/jxxx+RkJCA3NxcFBQUoEOHDtWCtU2bNpg7dy6ef/55jBgxAgMHDkTLli1x5MgR7Nu3D82aNcPcuXO9+pwNGzbESy+9hGeeeQajR4+272n59ddf44cffsBdd92FgQMHVvua4cOHY968eTh79izuvvvuGj+X1K1bN0RFReHAgQM1uv6hhx7Chg0b8NVXX2Ht2rW49957a/35JJcvX8bUqVNhtVpx5513Yvv27di4caPLjVNGRgZ69uxp/73UVk/FVIiIyDvMW+YtwLwl77DzTKQhnTp1QnZ2NpYtW4Y9e/bgm2++QZMmTdCvXz9MnjzZ5Xmo559/Hh07dsTKlSuxdu1aNGvWDH/+859hsVjwxhtvVLu2Xbt2+Pe//43Fixdj9+7dqFevHnr27In58+fjn//8Z7UwB4B7770XycnJeOedd7B3716Ul5cjPj4e48ePx+TJk9GyZUuvP+eQIUMQHx+Pt956C3v27EF5eTna/P/27pgltTiMA/B7xbGhoaVodOwrmDjpUmu1CBE4SJPYEDS6tLTYkK7OcQanwMnP0RA4OAcJIsK9w4V7qS4d83bRi88zH/TdfvzOOe//7O5Go9GI09PTd9dvbGxEoVCIh4eHuV8hi/i5w1QqlSJJkhgOh+9OXH0rm81Gs9mMo6OjuL6+jv39/VcHtHzG8/Pzr124Xq8XvV7vj9edn5+/CvPBYBCZTCYODw8X+l8A0slbeStvWcS3729vywD/vVarFbe3t9FsNv/qbu4qKZVKMZvNot/vf+r1qsfHxzg4OIhqtfruO5mr5uXlJfL5fBSLxbi5uVn2OACkkLe/yVvWgZ1nYOUlSRJPT09xfHz86b2kXC4X5XI57u/vYzqd/qMJv0aSJDGZTKJWqy17FADWkLyFjynPwMo6OzuLcrkcl5eXsb29HScnJwv9zsXFRUwmk+h2u1884dcZj8fRbrejUqlELpdb9jgArBF5C/NRnoGVtbW1FaPRKPb29qLdbs99cMlbOzs7cXV1FXd3dx9+k3OZOp1ObG5uRr1eX/YoAKwZeQvzsfMMAAAAKTx5BgAAgBTKMwAAAKRQngEAACCF8gwAAAAplGcAAABIoTwDAABACuUZAAAAUijPAAAAkOIHcZtN7yjqMWUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "manual_correction_points = np.array([\n",
    "    [0, 0],\n",
    "    [0, time_elapsed[-1]]\n",
    "])\n",
    "\n",
    "manual_correction = np.interp(time_elapsed, manual_correction_points[:,1], manual_correction_points[:,0])\n",
    "\n",
    "est_array = []\n",
    "std_array = []\n",
    "for i in range(excess_chunked.shape[0]):\n",
    "    print(i)\n",
    "    y = excess_chunked[i]\n",
    "    guess = [x[np.argmax(y)], (x[-1]-x[0])/5, max(y), 0]\n",
    "    try: est, std, fine, finey = fn.fit_function(guess, fn.lorentz, x, y)\n",
    "    except Exception as e: est = guess; std = np.array(guess)*0+10\n",
    "    est_array.append(est)\n",
    "    std_array.append(std)\n",
    "    \n",
    "est_array = np.array(est_array)\n",
    "std_array = np.array(std_array)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(10,5), tight_layout=True)\n",
    "ax[0].plot(est_array[:,0], time_elapsed, '.')\n",
    "ax[0].set_xlabel('Frequency (kHz)')\n",
    "ax[0].set_ylabel('time (min)')\n",
    "ax[0].plot(manual_correction, time_elapsed, 'k--')\n",
    "\n",
    "ax[1].plot(est_array[:,0]-manual_correction, time_elapsed, '.')\n",
    "ax[1].set_xlabel('Frequency (kHz)')\n",
    "\n",
    "central_freqs.append(est_array[:,0])\n",
    "\n",
    "\n",
    "fig, ax_spec = plt.subplots(1, 1, tight_layout=True, figsize=(3,4))\n",
    "plt.xlabel(r'$\\delta$ (kHz)',fontsize=30, rotation=180)\n",
    "plt.ylabel(r'$\\langle C \\rangle$', fontsize=30)\n",
    "plt.xticks([-50, 0], fontsize=30, rotation=90)\n",
    "plt.yticks([0, 0.1, 0.2], fontsize=30, rotation=90)\n",
    "plt.ylim([-0.01,0.15])\n",
    "plt.tick_params(length=10, width=3,pad=1,top=False,right=False)\n",
    "\n",
    "finex = np.linspace(x[5], x[27], 100)\n",
    "plt.plot(finex, fn.lorentz(finex, *est_array[100]), lw=4, color='k')\n",
    "plt.plot(x[5:28], excess_chunked[100][5:28], 'o', ms=10, color='tab:blue')\n",
    "plt.vlines(est_array[100][0], 0, 0.18, lw=3, linestyle='--', color='k')\n",
    "\n",
    "plt.savefig(f'{FIGURE_PATH}small_fit.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1270,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x0 = 18.87 kHz, sigma =  4.92 kHz, d_x0 = 0.81 kHz\n",
      "x0 = 35.47 kHz, sigma =  1.73 kHz, d_x0 = 0.02 kHz\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 530x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.stats import norm\n",
    "jumps_l = []\n",
    "\n",
    "thresholds = [7, 31, 40]\n",
    "center = est_array[:,0]\n",
    "diff = np.diff(center, prepend=0)\n",
    "mask0 = np.abs(diff) < thresholds[0]\n",
    "\n",
    "masks = []\n",
    "for i in range(len(thresholds)-1):\n",
    "    cond = np.logical_and(np.abs(diff) >= thresholds[i], np.abs(diff) <= thresholds[i+1])\n",
    "    masks.append(cond)\n",
    "\n",
    "\n",
    "fig,ax=plt.subplots(1,1, figsize=(12, 6), tight_layout=True)\n",
    "ax.tick_params(length=10, width=5,pad=10,top=False,right=False)\n",
    "\n",
    "ax.plot(center, time_elapsed, '.', label='Lorentzian center')\n",
    "ax.plot(diff, time_elapsed, '.', label='Differential')\n",
    "for th in thresholds:\n",
    "    ax.vlines( th, time_elapsed[0], time_elapsed[-1], 'k')\n",
    "    ax.vlines(-th, time_elapsed[0], time_elapsed[-1], 'k')\n",
    "ax.legend()\n",
    "\n",
    "bins = np.linspace(-50, 50, 51)\n",
    "center_bins = (bins[1:]+bins[:-1])/2\n",
    "x = np.linspace(bins[0], bins[-1], 1000)\n",
    "\n",
    "fig, ax1 = plt.subplots(1, 1, figsize=(5.3,4), sharex=True, tight_layout=True, gridspec_kw = {'wspace':0, 'hspace':0})\n",
    "\n",
    "ax2.set_xlabel(r'$\\Delta\\delta$ (kHz)', fontsize=41)\n",
    "\n",
    "plt.sca(ax1)\n",
    "bins = np.linspace(-50, 50, 41)\n",
    "center_bins = (bins[1:]+bins[:-1])/2\n",
    "drift = diff[mask0]\n",
    "hist_drift = np.histogram(drift-drift.mean(), bins=bins, density=False)[0]\n",
    "height_drift = max(hist_drift)\n",
    "plt.bar(center_bins, hist_drift, color='tab:blue', edgecolor='tab:blue', alpha=0.7, width=bins[1]-bins[0])\n",
    "popt_drift = norm.fit(drift-drift.mean())\n",
    "#plt.plot(x, norm.pdf(x, *popt_drift), color=fn.colors[0])\n",
    "jumps_l.append(hist_drift)\n",
    "\n",
    "rescales = [100]\n",
    "colors = ['blue', 'indigo']\n",
    "thresholds[-1]=50\n",
    "rescales = [5000, 20]\n",
    "for i, m in enumerate(masks):\n",
    "    plt.fill_between([thresholds[i], thresholds[i+1]], [400, 400], alpha=0.2, color=colors[i])\n",
    "    plt.fill_between([-thresholds[i], -thresholds[i+1]], [400, 400], alpha=0.2, color=colors[i])\n",
    "    jumps = diff[m]\n",
    "    hist_jump = np.histogram(jumps, bins=bins, density=False)[0]\n",
    "    height_jmp = max(hist_jump)\n",
    "    rescale = height_jmp/height_drift * rescales[i]\n",
    "    y = hist_jump*rescale\n",
    "\n",
    "    plt.bar(center_bins, y, color=colors[i], edgecolor=colors[i], alpha=0.7, width=bins[1]-bins[0])\n",
    "\n",
    "    guess = [max(yy), center_bins[np.argmax(yy)], (center_bins[-1]-center_bins[0])/10]\n",
    "    est, std, finex, finey = fn.fit_function(guess, gaussian, abs(center_bins), y)\n",
    "    print(f'x0 = {est[1]:.2f} kHz, sigma =  {est[2]:.2f} kHz, d_x0 = {std[1]:.2f} kHz')\n",
    "    plt.plot(finex, finey, color='black', alpha=0.7)\n",
    "    plt.plot(-finex, finey, color='black', alpha=0.7)\n",
    "\n",
    "\n",
    "plt.xticks([-40, 0, 40], fontsize=41)\n",
    "plt.xlim([-50, 50])\n",
    "plt.yticks([], fontsize=41)\n",
    "plt.tick_params(length=11, width=5,pad=11, axis='x')\n",
    "plt.tick_params(length=11, width=5,pad=11, axis='y')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cross-relaxation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1306,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0002603107426474964"
      ]
     },
     "execution_count": 1306,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1300,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_B_from_eta(eta, d_eta, kappa = 643, d_kappa = 50, omega_I = 789):\n",
    "    resonator_filter = 1 / np.sqrt(1 + (2*omega_I/kappa)**2)\n",
    "    b = 2*omega_I * np.sqrt(eta)/resonator_filter\n",
    "    d_b = (2*omega_I /resonator_filter * np.sqrt(1 / eta) * d_eta/2 + \n",
    "                    2*omega_I * np.sqrt(eta) * (4 * delta**2 / kappa**2) * resonator_filter * d_kappa/kappa)\n",
    "    return b, d_b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1312,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0: 12 +/- 3 kHz\n",
      "1: 27 +/- 3 kHz\n",
      "2: 40 +/- 5 kHz\n",
      "3: 11 +/- 3 kHz\n",
      "4: 65 +/- 4 kHz\n"
     ]
    }
   ],
   "source": [
    "etas =   np.array([0.8, 4.2, 9, 0.7, 24])*1e-5\n",
    "d_etas = np.array([0.3, 0.4, 1, 0.3, 0.2])*1e-5\n",
    "\n",
    "for i in range(5):\n",
    "    b, db = calculate_B_from_eta(etas[i], d_etas[i])\n",
    "    print(f'{i:d}: {b:.0f} +/- {db:.0f} kHz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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